TOPIC 1 Investigating data distributions • EXERCISE 1.3 1 Topic 1 — Investigating data distributions 13 This type of data is both categorical and ordinal. 14 This numerical data is discrete data. 15 This categorical data is ordinal data. 1.2 Types of data 1.2 Exercise 1 The option that is not numerical data is option D. The finishing positions in the Melbourne Cup are not numerical data. 2 The option that is not numerical data is option D. Salaries are not categorical data. 3 Numerical: a. Heights in centimetres of a group of children b. Diameters in millimetres of a tray of ball bearings c. Numbers of visitors to a display each day Categorical: d. The modes of transport that students in Year 12 take to school e. The 10 most-watched television programs in a week f. The occupations of a group of 30-year-olds 4 Categorical: c. Species of fish d. Blood groups e. Years of birth f. Countries of birth g. Tax brackets 1.3 Stem plots 1 to fixed values, so it is continuous. This is not restricted to fixed values, so it is continuous. c The numbers of visitors at This can only have whole a display each day numbers, so it is discrete. d The modes of transport that students in Year 11 take to school e The 10 most-watched television programs in a week f The occupations of a group of 30-year-olds 1 The variables age and preferred travel destination are both categorical variables. Categories have been given for both. The correct answer is A. 2 A discrete variable means whole countable numbers. This is only true for number of wings, so only 1 of these variables is a discrete numerical variable. The correct answer is A. 3 Number of moths is a categorical variable that can be ordered, so it is classified as ordinal. Trap type is a categorical variable that is not ordered, so it is classified as nominal. The correct answer is E. 1.3 Exercise 5 The option that is not discrete data is option C. The average temperature in March is not discrete data. 6 The option that is not continuous data is option B. The number of shots missed in a basketball game is not continuous data. 7 a The heights, in This is not restricted centimetres, of a group of children b The diameters, in millimetres, of a tray of ball bearings 1.2 Exam questions This data is not numerical. This data is not numerical. This data is not numerical. 8 The total attendance at Carlton football matches is an example of a numerical variable. The answer is C. 9 The weight measured is numerical data. Since the weight of the truck could take any value in a range, it is continuous. Therefore, the answer is C. 10 This type of data in a menu is categorical and nominal. 11 The measurement of distance to other stars in the universe is continuous. Therefore, the correct option is B. 12 The data collected, colours of flowers, is nominal. Therefore, the correct option is A. Stem 1 2 3 4 Leaf 6 8 1 5 8 8 9 0 1 3 5 8 9 2 8 9 Key: 1 6 = 16 Leaf Stem 2 0 5 1 8 9 1 2 3 7 9 3 1 2 5 6 7 9 1 2 3 5 4 5 2 Key: 0 5 = $5 The busker’s earnings are inconsistent. Stem Leaf 3 86 8 87 7 88 0 89 8 90 2 4 8 9 91 92 0 1 2 6 93 94 3 9 95 96 97 0 98 3 5 9 Key: 86 8 = 86.8% P df_Fol i o: 1 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 2 TOPIC 1 Investigating data distributions • EXERCISE 1.3 Stem Leaf 18 5 7 9 19 1 5 6 6 7 9 20 1 3 3 5 9 21 7 1 22 Key: 18 5 = 1.85 cm Stem Leaf 5 3 7 9 2 9 9 4 5 1 1 2 3 7 8 9 1 3 3 8 6 Key: 3 7 = 37 years It seems to be an activity for older people. Stem Leaf 6 0 4 1 2 2 7 8 9 9 0 1 4 6 3 1 1 4 Key: 2 5 = 25 Data from stem plot is: 4, 22, 27, 28, 29, 29, 30, 31, 34, 36, 41, 41 Therefore, the answer is C. 7 Lowest = 19 Highest = 39 Use stems from 1 to 3; split stems into halves because of clustered data. 4 ∗ Leaf Stem Leaf Stem 1 9 2 2∗ 5 8 8 9 9 9 0 0 2 2 2 3 3 4 3 3∗ 5 5 7 8 9 Key: 2 5 = 25 years Ages are spread, considerably, therefore not all parents are young. 8 Lowest = 18 Highest = 77 Use stems from 1 to 7 and split stems into halves because of the clustered data. ∗ 1 2 2∗ 3 3∗ 4 5 5∗ 6 6∗ 7 7∗ 8 9 7 3 6 0 0 5 7 6 1 2 Key: 2 1 = 21 hit outs The three teams with the highest performing ruckmen were the GWS Giants (77), Gold Coast Suns (55) and Port Adelaide Power (54). 9 Lowest = 330 Highest = 450 Leaf Stem 33 0 34 35 0 0 1 36 5 37 3 38 0 0 39 0 0 5 0 6 40 41 0 5 42 1 3 0 0 43 44 45 0 Key: 33 0 = $330 The stem plot shows a fairly even spread of rental prices with no obvious outliers. Stem Leaf 10 a 2 2∗ 3 3∗ b 11 a 8 9 6 4 9 b 0 2 2 5 6 8 8 3 3 3 7 7 8 9 9 9 Key: 2 0 = 20 points Stem Leaf 2 0 2 2 2 2 5 2 6 2 8 8 3 3 3 3 3 3 3 7 7 3 8 9 9 9 Key: 2 0 = 20 cm Leaf Stem 4 3 7 7 8 8 9 9 9 5 0 0 0 0 1 2 2 3 Key: 4 3 = 43 cm Stem Leaf 4 4∗ 5 5∗ 3 7 7 7 8 8 9 9 9 0 0 0 0 1 2 2 3 Key: 4 3 = 43 cm 7 P df_Fol i o: 2 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.3 c Stem 4 4 4 4 4 5 5 5 5 5 Leaf 14 3 7 7 8 8 9 9 9 0 0 0 0 1 2 2 3 Key: 4 3 = 43 cm 12 a 1, 2, 5, 8, 12, 13, 13, 16, 16, 17, 21, 23, 24, 25, 25, 26, 27, 30, 32 b 10, 11, 23, 23, 30, 35, 39, 41, 42, 47, 55, 62 c 101, 102, 115, 118, 122, 123, 123, 136, 136, 137, 141, 143, 144, 155, 155, 156, 157 d 50, 51, 53, 53, 54, 55, 55, 56, 56, 57, 59 e 1, 4, 5, 8, 10, 12, 16, 19, 19, 21, 21, 25, 29 13 Data 23 15 18 17 17 19 22 19 20 16 20 21 19 23 17 19 21 23 20 21 a Stems 1 and 2 Stem 1 2 Leaf 5 6 7 7 7 8 9 9 9 9 0 0 0 1 1 1 2 3 3 3 Stem Leaf Stem Leaf 7 2 8 8 3 3 5 7 8 8 9 0 1 2 2 3 4 8 9 10 0 2 4 11 2 Key: 7 2 = 72 shots Stem 15 Key: 6 0 = 60% b 5 6 7 7 7 8 9 9 9 9 0 0 0 1 1 1 2 3 3 3 Key: 1 5 = 15 mm c Stems 1 and 2 split into fifths Stem 1 1 1 1 1 2 2 2 2 2 Leaf 5 6 7 7 7 8 9 9 9 9 0 0 0 1 1 1 2 3 3 3 Key: 1 5 = 15 mm The screw lengths are clustered and evenly spread across the range of 15 mm to 23 mm. P df_Fol i o: 3 Leaf 6 6∗ 7 8 9 7 1 1 2 2 3 3 3 3 4 4 5 5 5 6 6 7 7∗ 8 8∗ 6 Key: 7 1 = 71 net score The handicapper has done a good job as most of the net scores are around the same scores, that is, in the 70s. Stem Leaf 16 a 6 0 3 9 7 0 1 3 5 6 7 8 8 0 1 3 4 7 8 9 9 1 3 7 8 9 Key: 1 5 = 15 mm b Stems 1 and 2 split into halves 1 1∗ 2 2∗ 3 17 a Stem 6 6∗ 7 7∗ 8 8∗ 9 9∗ Leaf 0 3 9 0 1 3 5 6 7 8 0 1 3 4 7 8 9 9 1 3 7 8 Key: 6 0 = 60% Computer 1 Stem Computer 2 5 8 2 6 3 6 1 0 2 1 5 0 34 35 36 37 38 39 40 41 0 2 6 8 2 3 5 5 7 8 1 2 Key: 34 0 = 340 minutes b Computer 1 lasts longer but is not as consistent. Computer 2 is more consistent but doesn’t last as long. Year 8 Stem Year 10 18 a 9 8 14 7 5 5 5 3 1 0 15 2 4 6 8 9 8 6 5 4 3 2 1 0 16 0 4 5 7 7 9 5 2 1 17 2 3 4 6 7 8 8 18 2 5 Key: 14 8 = 148 cm b As you would expect, Year 10 students are taller than Year 8 students; however, there is a large overlap in the heights. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 4 TOPIC 1 Investigating data distributions • EXERCISE 1.4 1.3 Exam questions 0 3 Number of students 1 Mode means the most frequent score. Therefore, 2.8°C is the modal temperature. The correct answer is A. 2 There are 19 countries with more than 22% of homes connected to broadband Internet in 2007. The correct answer is C. 3 Given there are 20 pieces of data, the median is halfway between the 10th and 11th data pieces. Q1 is then halfway between the 5th and 6th pieces of data. That is, Q1 = 28. Q3 is then halfway between the 15th and 16th pieces of data. That is, Q3 = 41. IQR = Q3 − Q1 = 41 − 28 = 13 Lower bound = 28 − 1.5 × 13 = 8.5 Upper bound = 41 + 1.5 × 13 = 60.5 Any number less than 8.5 or greater than 60.5 is considered an outlier. Therefore, there are two outliers: 7 and 8. The correct answer is C. 150 − 159 Class interval 170 − 179 180 − 189 Frequency Number of students Hours ∣∣∣∣ Frequency ∣∣∣∣ ∣∣∣∣ 4 Tally 0 1 2 ∣ 9 ∣∣∣∣ ∣ 3 ∣∣∣ 3 4 5 6 7 0 2 ∣∣ 8 ∣∣ 9 10 5 a ∣∣∣∣ Frequency ∣∣∣∣ ∣∣∣∣ ∣∣ 4 ∣∣∣∣ ∣∣∣∣ ∣∣ 12 ∣∣ 10 Total 40 12 2 Class Frequency 1– 2– 3– 4– 5– 6– 1 2 2 6 5 1 6 ∣∣ Tally 0 150 160 170 180 190 200 Height (cm) 1 ∣∣∣∣ ∣∣∣ 8 Number of students ∣∣∣∣ 4 9 10 12 10 8 6 4 2 x Frequency 2 8 ∣∣∣∣ ∣∣∣∣ 190 − 199 y 5 6 7 8 9 10 Number of questions completed 4 5 6 7 Hours/week 15 16 17 18 19 20 21 22 23 24 Number of hours spent on homework 1.4 Exercise 0 3 160 − 169 1.4 Dot plots, frequency tables, histograms, bar charts and logarithmic scales 1 2 5 4 3 2 1 0 4 1 2 1 40 6 5 4 3 2 1 0 1 2 3 4 Class 5 6 7 10 8 6 4 2 0 1 2 3 4 5 6 7 Number of hours 8 9 10 P df_Fol i o: 4 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.4 Class interval Frequency 10– 15– 20– 25– 30– 35– 3 9 10 10 10 1 b Frequency b 8 7 6 5 4 3 2 1 7 0 10 15 20 25 30 Class interval Score Frequency 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1 2 1 1 1 2 2 2 1 1 1 35 40 8 7 6 5 4 3 2 1 0 1 2 3 4 5 6 7 Fish Frequency 8 12 10 8 6 4 2 0 1 2 3 4 5 6 7 8 9 10 11 12 13 Fatalities 9 Team Goals Adelaide 48 Brisbane 55 Carlton 58 Collingwood 34 Essendon 41 Fremantle 37 Geelong 62 Gold Coast 47 GWS 45 3 Hawthorn 33 0 2 Melbourne 59 North Melbourne 42 2 1 0 0. 3 0. 4 0. 5 0. 6 0. 7 0. 8 0. 9 1. 0 1. 1 1. 2 1. 3 Frequency 2 3 4 5 6 7 8 9 10 11 12 Number of dogs c Check your histogram against that shown in the solution to part b. 10 8 6 4 2 Frequency Frequency 0 c Score 6 a 5 Number of dogs Tally 2 ∣∣ Frequency ∣∣∣ 2 ∣∣ 3 ∣∣ 2 ∣ 2 ∣∣∣∣ 1 ∣∣ 5 ∣∣∣∣ ∣∣∣ 2 ∣∣∣ 8 3 4 5 6 7 8 9 10 11 12 ∣∣ 30 Percentage 48 × 100 = 5.72% 839 55 × 100 = 6.56% 839 58 × 100 = 6.91% 839 34 × 100 = 4.05% 839 41 × 100 = 4.89% 839 37 × 100 = 4.41% 839 62 × 100 = 7.39% 839 47 × 100 = 5.60% 839 45 × 100 = 5.36% 839 33 × 100 = 3.93% 839 59 × 100 = 7.03% 839 42 × 100 = 5.00% 839 (continued) P df_Fol i o: 5 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.4 Team Goals Port Adelaide 48 Richmond 51 St Kilda 38 Sydney 51 West Coast 42 Western Bulldogs 48 All clubs 839 Percentage Log (weight (kg)) 48 × 100 = 5.72% 839 51 × 100 = 6.08% 839 38 × 100 = 4.53% 839 51 × 100 = 6.08% 839 42 × 100 = 5.01% 839 48 × 100 = 5.72% 839 Frequency 6 ∼ 100% (99.9%) Ca Co Es Fr Ge GC Ha Me NM PA Ri St Syd WCWB 10 The statement seems untrue as there are similar participation rates for all groups. 18–24 years 14.2% 25–34 years 21.0% 35–44 years 20.3% 45–54 years 18.1% 55–64 years 14% 65 and over 12.5% Number of families 11 24 21 18 15 12 9 6 3 0 1 2 3 4 5 6 7 Number of children 8 12 Calculate the logarithmic values of all of the weights. Weight (kg) Log (weight (kg)) 18 55 63 70 000 175 9 0.4 200 4 725 1.26 1.74 1.80 4.85 2.24 0.95 −0.40 2.30 0.60 2.86 Group into class intervals. P df_Fol i o: 6 0−1 1−2 2−3 3−4 4−5 2 3 3 0 1 9 1 4 3 2 1 0 –1 GWS Ad Br −1−0 Frequency 0 1 2 3 Log (weight (kg)) 4 5 13 log10 207 = 2.316 This places the gorilla between the jaguar and the horse. The correct answer is D. 14 log10 64 000 = 4.81 The correct answer is D. 15 a 106 = 1 000 000 The correct answer is B. b 105 = 100 000 The correct answer is A. c 104 = 10 000 105 = 100 000 The correct answer is D. 16 log10 2407 = 3.382 The correct answer is A. 17 log10 1088 = 3.037 The correct answer is B. 108.1 = 101.2 18 106.9 = 15.85 The earthquake of magnitude 8.1 is approximately 16 times greater than the earthquake of magnitude 6.9. 19 As the pH value decreases, the acidity of the liquid increases. 100.7 = 5.01 The acidity has increased by approximately 5 times. 20 a Resident Country departures in 2019 (×1000) New Zealand 921.1 USA 492.3 UK 420.3 Indonesia 380.7 China 277.3 Thailand 404.1 Fiji 236.2 Percentage 921.1 × 100 = 24.5% 3753.9 492.3 × 100 = 13.1% 3753.9 420.3 × 100 = 11.2% 3753.9 380.7 × 100 = 10.1% 3753.9 277.3 × 100 = 7.4% 3753.9 404.1 × 100 = 10.8% 3753.9 236.2 × 100 = 6.3% 3753.9 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.5 217.8 Hong Kong 213.1 Malaysia 191.0 All countries 3753.9 217.8 × 100 = 5.8% 3753.9 213.1 × 100 = 5.7% 3753.9 191.0 × 100 = 5.1% 3753.9 100% b NZ 24.5% Indonesia 10.1% Fiji 6.3% Malaysia 5.1% US 13.1% China 7.4% Singapore 5.8% UK 11.2% Thailand 10.8% HK 5.7% 1.4 Exam questions 1 The contention: there is an association between preferred travel destination and age. The answer will need to reference the different age groups and preferred travel destination. Option D fits the contention. The correct answer is D. 2 Segmented bar charts show bars stacked on top of one another to give a single bar with several parts. The lengths are determined by frequencies. The only option that is broken into parts is D: below average, average, above average rainfall. The correct answer is D. 3 log10 10 000 = 4 Therefore, the number of species with a weight of less than 4 is 17. 17 × 100 = 85% 20 The correct answer is E. 1.5 Describing stem plots and histograms 1.5 Exercise 1 Most of the data occurs at stem 1 and 2 and it tails off as the stems increase. Therefore, the data is positively skewed. 2 Most of the data occurs in between the ages of 25 and 30, which is the middle bar. However, the frequencies are greater at older ages compared to younger; therefore, the data is negatively skewed. 3 Stem Leaf 0 1 0 2 0 4 4 5 0 6 6 6 7 0 8 8 8 8 9 9 1 0 0 0 1 1 1 1 1 2 2 2 3 3 3 1 4 4 5 5 1 6 7 7 1 8 9 P df_Fol i o: 7 Key: 1 8 = 18 The distribution of the data shown in the stem plot could be described as symmetric. The correct answer is E. 4 Frequency Singapore x The distribution of the data shown in the histogram could be described as positively skewed. The correct answer is C. 5 a Stem 0 1 2 3 4 5 6 7 Leaf 1 3 2 4 7 3 4 4 7 8 2 5 7 9 9 9 9 1 3 6 7 0 4 4 7 1 Key: 1 2 = 12 The data is approximately symmetric. Stem Leaf b 1 3 6 2 3 3 8 4 2 6 8 8 9 5 4 7 7 7 8 9 9 0 2 2 4 5 6 Key: 10 4 = 104 The data is negatively skewed. Stem Leaf c 2 3 5 5 6 7 8 9 9 3 0 2 2 3 4 6 6 7 8 8 2 2 4 5 6 6 6 7 9 4 5 0 3 3 5 6 6 2 4 7 5 9 8 2 9 7 10 Key: 10 4 = 104 The data is positively skewed. Stem Leaf d 1 1∗ 5 2 1 4 5 7 8 8 9 2∗ 3 1 2 2 3 3 4 4 3∗ 5 5 5 6 4 3 4 4∗ Key: 2 4 = 24 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 7 TOPIC 1 Investigating data distributions • EXERCISE 1.5 e d The data is approximately symmetric. Leaf Stem 3 3 8 9 4 0 0 1 1 1 2 3 3 3 3 4 4 4 5 5 5 4 6 7 8 4 Frequency 8 Key: 4 3 = 0.43 The data is approximately symmetric. Leaf Stem f 60 2 5 8 61 1 3 3 6 7 8 9 0 1 2 4 6 7 8 8 9 62 63 2 2 4 5 7 8 3 6 7 64 65 4 5 8 66 3 5 67 4 x Negatively skewed, no outliers Frequency e x Negatively skewed, no outliers Key: 62 3 = 623 The data is positively skewed. f Frequency Frequency 6 a x Positively skewed, no outliers x 7 Approximately symmetric, no outliers Frequency Frequency b 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Number of enquiries The data is negatively skewed. x Approximately symmetric, no outliers c Frequency 8 Approximately symmetric, no outliers P df_Fol i o: 8 x 8 7 6 5 4 3 2 1 Stem Leaf 0 0 0 1 1 0 2 2 3 3 3 3 3 3 3 3 0 4 4 5 5 5 5 5 0 6 6 6 6 7 0 8 8 8 9 1 0 0 1 1 4 4 1 5 5 1 7 Key: 1 4 = 14 nights The stem plot is positively skewed. The distribution shows that the majority of flight attendants in this group stay away Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.6 b The data is positively skewed. c The car sales are at their greatest in the months of June, July and November. d A reason for the most cars being sold at this time could be that this is when the end of financial year sales occur. between 2 and 5 nights. Fewer flight attendants stay away for the larger number of nights. 9 Stem Leaf 0 4 0∗ 5 7 9 1 2 4 4 1 1∗ 5 6 6 7 8 9 1 2 2 3 2 ∗ 2 6 7 Key: 0 4 = 4 kg 9 1.5 Exam questions a The distribution is approximately symmetrical. b Most dogs weigh in the range of 10 to 19 kg, with only a few dogs heavier or lighter. Frequency 1 Frequency 10 a 8 7 6 5 4 3 2 1 0 This histogram represents negatively distributed data. The correct answer is B. 2 The data trails off on the positive end, so the distribution is positively skewed. The correct answer is B. 3 Turning the image 90 degrees and viewing the shape of the distribution confirms symmetrical. The correct answer is E. 0 5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 Pocket money ($) The data is approximately symmetric. b The majority of students receive about $8.00, or within the range $7 to $9 per week. 11 a The histogram has a slight positively skewed distribution. b i Adding up the last 5 columns of the histogram gives: 5 + 4 + 3 + 2 + 1 = 15 (3 + 5 + 4 + 3 + 2) × 100 = 85% ii 20 12 a Most of the data is listed on the lower stems. This suggests that the data is positively skewed. b Since most of the data is linked to the lower stems, this suggests that some students do little exercise, but those students who exercise, do quite a bit each week. This could represent the students in teams or training squads. 13 a Club A: Has most of the data at the higher stems; therefore, the data is negatively skewed. Club B: Has most of the data at the lower stems; thus, the data is positively skewed. b Since Club A has more members of its bowling team at the higher stems as compared to Club B, you could say Club A has the older team. c i Club A: 11 members over 70 years of age ii Club B: 4 members over 70 years of age 14 a Cars sold Score 30 25 20 15 10 5 0 Apr May Jun 1.6 Summary statistics 1.6 Exercise 1 The median is the middle data point. There are 30 data points. The middle is between the 15th and the 16th score. Score 15 = 33 and score 16 = 33. Therefore, the median is 33. 2 Order the data first and highlight the two centre scores. 21, 24, 24, 28, 29, 32, 33, 36, 37, 37, 41, 45, 46, 47, 49, 52 36 + 37 Median = 2 = 36.5 3 Order the data. 10, 12, 13, 15, 16, 19, 21, 21, 21, 23, 24, 26, 27, 28, 28, 29, 30, 31, 33, 33, 39, 39, 39, 39 Median = 27 Q1 = 19 Q3 = 33 IQR = Q3 − Q1 = 33 − 19 = 14 4 Order the data. 15, 16, 18, 18, 19, 19, 19, 20, 21, 21, 24, 24, 24, 25, 27, 27, 29, 31, 32, 33 21 + 24 Median = 2 = 22.5 19 + 19 Q1 = 2 = 19 Jul Aug Sep Oct Nov Month P df_Fol i o: 9 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 10 TOPIC 1 Investigating data distributions • EXERCISE 1.6 27 + 27 2 = 27 Q3 = IQR = Q3 − Q1 = 27 − 19 =8 5 Order the data. 2, 3, 3, 4, 5, 5, 7, 7, 7, 8, 8, 9, 9, 10, 11, 12, 13, 15, 15, 21 5+5 Q1 = 2 =5 11 + 12 Q3 = 2 = 11.5 IQR = Q3 − Q1 = 11.5 − 5 = 6.5 6 Order the data. 40.0, 41.9, 42.7, 42.9, 43.1, 43.8, 43.9, 44.7, 45.1, 45.1, 45.3, 45.7, 45.8, 45.9, 46.4, 47.1, 48.6, 48.9, 49.1, 49.9 43.1 + 43.8 Q1 = 2 = 43.45 46.4 + 47.1 Q3 = 2 = 46.75 IQR = Q3 − Q1 = 46.75 − 43.45 = 3.3 n+1 7 a Median = th position ( 2 ) 24 + 1 th position ( 2 ) = 12.5th position = 12th term = 36 13th term = 38 Therefore, the median is 37. Range = 63 − 7 = 56 Mode = 38, 49 n+1 b Median = th position ( 2 ) 35 + 1 th position ( 2 ) = 18th position Therefore, the median is 5. Range = 17 − 0 = 17 Mode = 5 n+1 c Median = th position ( 2 ) = 37 + 1 th position ( 2 ) = 19th position Therefore, the median is 11. Range = 19 − 1 = 18 Mode = 8, 11 = P df_Fol i o: 10 n+1 th position ( 2 ) 22 + 1 th position = ( 2 ) = 11.5th position d Median = 11th term = 42 12th term = 43 Therefore, the median is 42.5. Range = 49 − 31 = 18 Mode = 43 5+1 8 a Median position = th position ( 2 ) = 3rd position Therefore, the median is 6. Range = 9 − 2 =7 5+1 b Median position = th position ( 2 ) = 3rd position Therefore, the median is 17. Range = 21 − 12 =9 7+1 th position c Median position = ( 2 ) = 4th position Therefore, the median is 6. Range = 9 − 3 =6 8+1 d Median position = th position ( 2 ) = 4.5th position 4th term = 8 5th term = 12 Therefore, the median is 10. Range = 16 − 3 = 13 10 + 1 e Median position = th position ( 2 ) = 5.5th position 5th term = 18 6th term = 19 Therefore, the median is 18.5. Range = 26 − 12 = 14 f Ordered data: 1234568 7+1 th position Median position = ( 2 ) = 4th position Therefore, the median is 4. Range = 8 − 1 =7 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.6 9 a Ordered data: 8 9 12 14 14 15 18 18 21 24 24 24 25 25 25 15 + 1 th position Median = ( 2 ) = 8th position Therefore, the median is 18. To calculate Q1 , consider 8 9 12 14 14 15 18. Q1 = 14 To calculate Q3 , consider 21 24 24 24 25 25 25. Q3 = 24 So IQR = Q3 − Q1 = 24 − 14 = 10 b Ordered data: 7 9 10 11 12 13 14 16 18 18 19 19 20 20 21 15 + 1 Median = th position ( 2 ) = 8th position Median = 16 To calculate Q1 , consider 7 9 10 11 12 13 14. Q1 = 11 To calculate Q3 , consider 18 18 19 19 20 20 21. Q3 = 19 So IQR = Q3 − Q1 = 19 − 11 =8 c The IQRs are similar for the two restaurants, but there isn’t any indication of the actual number of cars. 10 An example of a set of data where n = 5, median is 6 and range is 7 is: 2 3 6 8 9 Median Range = 9 − 2 =7 There are many other sets of data with these parameters. 11 a To have a set of data where the lower quartile equals the lowest score, the lowest score must occur several times. An example is 5, 5, 5, 5, 6, 9, 10. b To have a set of data where the IQR = 0, the scores in the middle of the set of data must all be equal. For example, 2, 5, 5, 5, 5, 5, 5, 10. 12 If Q1 = 13, median = 18 and Q3 = 25. IQR = 25 − 13 = 12 Therefore, the answer is C. 13 a 1 Var Stats n = 20 Min x = 6 Q1 = 13.5 Median = 21 Q3 = 31.5 Max x = 51 Median = 21 IQR = Q3 − Q1 = 31.5 − 13.5 = 18 P df_Fol i o: 11 Range = 51 − 6 = 45 Mode = 15, 23 and 32 b 1 Var Stats n = 20 Min x = 19 Q1 = 22.5 Median = 27.5 Q3 = 30.5 Max x = 39 IQR = Q3 − Q1 = 30.5 − 22.5 =8 Range = 39 − 19 = 20 Mode = 29 c 1 Var stats n = 19 Min x = 1.2 Q1 =2.4 Median = 3.7 Q3 =5.4 Max x = 7.1 IQR = Q3 −Q1 = 5.4 − 2.4 =3 Range = 7.1 − 1.2 = 5.9 14 a Mode = 3.7 Stem 2 3 Leaf 3 5 5 6 7 8 9 9 0 2 2 3 4 6 6 7 8 8 4 2 2 4 5 6 6 6 7 9 5 6 7 8 9 10 11 0 3 3 5 6 2 4 5 9 2 7 Key: 4 2 = 42 1 Var Stats n = 39 4 Min x = 23 Q1 = 32 Median = 42 Q3 = 53 Max x = 114 IQR = Q3 − Q1 = 53 − 32 = 21 Range = 114 − 23 = 91 Mode = 46 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 11 TOPIC 1 Investigating data distributions • EXERCISE 1.7 12 b Stem 1 1∗ 2 2∗ 3 3∗ 4 4∗ Leaf 4 1 4 5 7 8 9 9 1 2 2 2 4 4 4 4 5 5 5 6 3 4 Key: 3 2 = 32 1 Var Stats n = 22 Min x = 14 Q1 = 28 Median = 32 Q3 = 35 Max x = 44 IQR = Q3 − Q1 = 35 − 28 =7 Range = 44 − 14 = 30 Mode = 34 15 a Range = 73 − 1 = 72 There are 22 values, so the median is calculated by averaging the two centre scores. 37 + 38 Median = 2 = 37.5 Mode = 46 IQR = Q3 − Q1 = 46 − 24 = 22 b Range = 450 − 403 = 47 There are 27 values, so the median is 422. Mode = 411 IQR = Q3 − Q1 = 433 − 413 = 20 16 Order the values. 2, 2, 3, 3, 4, 4, 5, 5, 7, 7, 7, 7, 7, 8, 9, 9, 9, 9, 10, 12, 13, 15 7+7 Median = 2 =7 Mode = 7 17 Using CAS: Q1 = 42.2, Q3 = 48.15 IQR = Q3 − Q1 = 48.15 − 42.2 = 5.95 Median = 45.1 P df_Fol i o: 12 18 a Using CAS: median = 93, Q1 = 91.5, Q3 = 97 IQR = Q3 − Q1 = 97 − 91.5 = 5.5 Range = 111 − 81 = 30 Mode = 93 b Since the median is 93 and par for the course is 72, then the average handicap of the golfers should be around 93 – 72 = 21. 1.6 Exam questions 1 Divide the data in half to find the median. It will be in the 126th position. Divide the upper half in half to find the third quartile. It will be in the 189th position. Count up the frequencies until you get a bar that contains the 189th data point. The correct answer is C. 2 Range = highest value − lowest value = 89 − 40 = 49 The correct answer is D. 3 IQR = Q3 − Q1 = 75 − 57 = 18 The correct answer is C. 1.7 The five-number summary and boxplots 1.7 Exercise 1 Range = 51 − 12 = 39 Median = 25 IQR = Q3 − Q1 = 39 − 20 = 19 2 Range = 9 − 6 =3 Median = 7.5 IQR = Q3 − Q1 = 8.2 − 6.8 = 1.4 3 a Range = Max x − Min x = 14 − 2 = 12 IQR = Q3 − Q1 = 12 − 6 =6 Median = 8 b Range = Max x − Min x =8−1 =7 IQR = Q3 − Q1 =6−4 =2 Median = 5 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual c Range = Max x − Min x = 450 − 100 = 350 IQR = Q3 − Q1 = 300 − 200 = 100 Median = 250 d Range = 130 − 30 = 100 Frequency IQR = Q3 − Q1 = 80 − 50 = 30 Median = 65 4 The histogram shows a distribution that is negatively skewed. The boxplot shows a negatively skewed distribution as the median is to the right of centre. Therefore, they could represent the same data. 5 The histogram shows a distribution that is symmetrical, as does the boxplot. Therefore, they could represent the same data. 6 a Boxplot iii b Boxplot iv TOPIC 1 Investigating data distributions • EXERCISE 1.7 7 Order the data. 26, 28, 30, 32, 32, 35, 36, 37, 38, 38, 40, 40, 41, 42, 46, 48, 50, 50 38 + 38 Median = 2 = 38 Q1 = 32 Q3 = 42 24 27 30 33 36 39 42 Results out of 50 45 48 51 The data is slightly negatively skewed since the median is slightly right of the centre. 50% of results are between 32 and 42. 8 Order the data. 4, 4, 4, 5, 6, 6, 7, 7, 8, 8, 8, 8, 10, 12, 12, 16, 20 Median = 8 5+6 Q1 = 2 = 5.5 10 + 12 Q3 = 2 = 11 4 6 8 10 12 14 16 18 20 22 The data is fairly symmetrical; however, a couple of students work a lot more hours per week. 9 a Data: 3 5 6 8 8 9 12 14 17 18 1 Var Stats n = 10 Min x = 3 Frequency Q1 = 6 Median = 8.5 Q3 = 14 Max x = 18 2 Frequency c Boxplot i 4 6 8 10 12 14 16 18 20 22 24 b Data: 3 4 4 5 5 6 7 7 7 8 8 9 9 10 10 12 1 Var Stats n = 16 Min x = 3 Q1 = 5 Median = 7 Q3 = 9 d Boxplot ii Max x = 12 Frequency 13 3 4 5 6 7 8 9 10 11 12 P df_Fol i o: 13 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.7 14 Q3 = 27 Max x = 32 See Image bottom of the page* 13 a Order the data. 1.30, 1.30, 1.35, 1.36, 1.38, 1.40, 1.40, 1.45, 1.45, 1.46, 1.48, 1.75 c Data: 4.3, 4.5, 4.7, 4.9, 5.1, 5.3, 5.5, 5.6 1 Var Stats n=8 Min x = 4.3 Q1 = 4.6 Lowest = 1.30 Highest = 1.75 1.40 + 1.40 Median = 2 = 1.40 1.35 + 1.36 Q1 = 2 = 1.355 1.45 + 1.46 Q3 = 2 = 1.455 Median = 5 Q3 = 5.4 Max x = 5.6 4.2 4.4 4.6 48 5.0 5.2 5.4 5.6 5.8 d Data: 11 13 15 15 16 18 20 21 22 21 18 19 20 16 18 20 1 Var Stats n = 16 IQR = Q3 − Q1 = 1.455 − 1.355 = 0.1 Identify any outliers. Lower fence: Q1 − 1.5 × IQR = 1.355 − 1.5 × 0.1 = 1.205 Upper fence: Q3 + 1.5 × IQR = 1.455 + 1.5 × 0.1 = 1.605 Because 1.75 is greater than the upper fence, it is considered an outlier. Min x = 11 Q1 = 15.5 Median = 18 Q3 = 20 Max x = 22 11 12 13 14 15 10 Min x = 10, max x = 70 Median = 40 IQR = 60 − 30 = 30 The correct answer is D. 11 1 Var Stats Min x = 2 16 17 18 19 20 21 22 1.30 1.35 1.40 1.45 1.50 1.55 1.60 1.65 1.70 1.75 Height jumped b The data point 1.75 is an outlier. The data is symmetrical and has one outlier. 14 Order the data. 30.3, 45.9, 46.9, 47.0, 48.5, 48.2, 49.2, 50.2, 51.6, 52.6, 55.1, 55.5, 57.3, 58.5, 60.3, 61.2 Q1 = 3 Median = 4 Lowest = 30.3 Highest = 61.2 50.2 + 51.6 Median = 2 = 50.9 47.0 + 48.5 Q1 = 2 = 47.75 55.5 + 57.3 Q3 = 2 = 56.4 Q3 = 6 Max x = 7 1 2 3 4 5 6 7 8 9 Number of clients seen in a day 10 11 12 1 Var Stats Min x = 16 Q1 = 20 IQR = Q3 − Q1 = 56.4 − 47.75 = 8.65 Identify any outliers. Median = 23 *12 16 P df_Fol i o: 14 17 18 19 20 21 22 23 24 25 26 Temperature (°C) 27 28 29 30 31 32 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.7 Lower Fence: Q1 − 1.5 × IQR = 47.75 − 1.5 × 8.65 = 34.775 Upper Fence: Q3 + 1.5 × IQR = 56.4 + 1.5 × 8.65 = 69.375 Because 30.3 is smaller than the lower fence, it is considered an outlier. Therefore, 30.3 is an outlier. Lower Fence: Q1 − 1.5 × IQR = 4.5 − 1.5 × 2.5 = 0.75 Upper Fence: Q3 + 1.5 × IQR = 7 + 1.5 × 2.5 = 10.75 Because 15 is greater than the upper fence, it is considered an outlier. 1.5 28 32 36 40 44 48 52 Litres of fuel 56 60 64 15 a Arrange the data in order. 0245677788889999 Minimum = 0 Maximum = 9 Median = 7.5 Q1 = 5.5 Q3 = 8.5 0 1 2 3 4 5 6 7 Number of rides 8 9 10 The data are negatively skewed with an outlier on the lower end. The reason for the outlier may be that the person was not at the show for long or possibly didn’t like the rides. b Check your boxplot against that shown in the solution to part a. 16 a The first similar property: Year 12s and Year 11s have similar IQR values (see part b). The second similar property: Year 12s and Year 11s have the same minimum value, which is 25. b Year 11s: 52 – 35.5 = 16.5 Year 12s: 55 – 39 = 16 c The value of 109 is an outlier. Q3 + 1.5 × IQR = 55 + 1.5 × 16 = 79 Therefore, values greater than 79 would be considered outliers. Perhaps the student did not understand how to do the test, or stopped during the test rather than working continuously. 17 Order data. 2, 2, 3, 3, 4, 4, 5, 5, 5, 5, 5, 5, 5, 6, 7, 7, 7, 7, 7, 7, 8, 8, 9, 15 5+5 Median = 2 =5 4+5 Q1 = 2 = 4.5 7+7 Q3 = 2 =7 Max x = 15, min x = 2 IQR = Q3 − Q1 = 7 − 4.5 = 2.5 P df_Fol i o: 15 15 3 4.5 6 7.5 9 10.5 12 13.5 15 16.5 Number of times perform used per week 18 a Order data. 11, 11, 14, 16, 19, 22, 24, 25, 25, 27, 28, 28, 36, 38, 38, 39 25 + 25 Median = 2 = 25 16 + 19 Q1 = 2 = 17.5 28 + 36 Q3 = 2 = 32 Max x = 39, min x = 11 IQR = Q3 − Q1 = 32 − 17.5 = 14.5 Lower Fence: Q1 − 1.5 × IQR = 17.5 − 1.5 × 14.5 = −4.25 Upper Fence: Q3 + 1.5 × IQR = 32 + 1.5 × 14.5 = 53.75 None of the data is smaller than the lower fence or greater than the upper fence, so there is no outlier. 4 8 12 16 20 24 28 32 36 40 44 b There are no outliers in this data set. There are no data points outside the range −4.25 to 53.75. c Check your boxplot against that in the solution to part a. 1.7 Exam questions 1 A circumference of 30 cm coincides with Q3 , so 75% of the 252 people lie below this measurement. The correct answer is D. 2 The five-number summary consists of the smallest measurement of 21 cm, lower quartile, Q1 = 27.4 cm, median of 28.7 cm, upper quartile, Q3 = 30 cm and the largest measurement of 35.9 cm. The correct answer is B. 3 Tasman rivers are represented on the second box plot. The five-number summary is Min, Q1 , Med, Q3 , Max. Looking at the minimum and maximum first, the minimum is between 30 and 40 km and the maximum is 180 km – even though it is an outlier, it is still the maximum. That is enough to work out that the answer is B, as that is the only option that has the correct minimum and maximum. The correct answer is B. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 16 TOPIC 1 Investigating data distributions • EXERCISE 1.9 8 a If the distribution is positively skewed, then the median would be a better indicator of central tendency. b The mean is a good indicator of central tendency if the 1.8 Exercise distribution is symmetrical. c If the distribution has an outlier, then the median is a better 1 9 + 12 + 14 + 16 + 18 + 19 + 20 + 25 + 29 + 33 + 35 + 36 + 39 indicator of central tendency. x= 13 d If the distribution is negatively skewed, then the median is a = 23.46 better indicator of central tendency. 2 5.5 + 6.3 + 7.7 + 8.3 + 9.7 + 6.7 + 12.9 + 10.5 + 9.9 + 5.1 1.8 Exam questions x= 10 1.53 = 8.26 1 Mean weight = = 0.17 kg = 170 g 9 36 The correct answer is E. 3 a x= 5 2 a The wind direction with the lowest recorded wind speed = 7.2 was south-east. 114 The wind direction with the largest range of recorded wind b x= 16 speeds was north-east. = 7.125 [1 mark per 2 correct responses, for a total of 1 mark] 39.9 b The minimum speed (from the boxplot) was 2, so the first c x= 8 score is 2. The first quartile is also 2 and all scores are = 4.9875 whole numbers, therefore the 2nd and the 3rd scores are 151 both 2 as well. The median is 3.5; therefore, the 4th score d x= 9 is 3 and the 5th score is 4. The third quartile and the = 16.8 maximum score are both 4; therefore, the 6th, 7th and 8th 6.47 scores are all 4. 4 a x= Hence the scores are 2, 2, 2, 3, 4, 4, 4 and 4. [1 mark] 6 = 1.0783 3 Total shots for 15 rounds = 15 × 72.6 = 1089 Total shots needed over 17 rounds for a mean score of Not a good indicator of central tendency due to outlier 71 = 17 × 71 = 1207 (2.3). 136 The total number of shots needed over the next two rounds b x= will be 1207 − 1089 = 118. 8 The correct answer is C. = 17 Yes, the mean is a good indicator of central tendency. 1.9 Standard deviation of a sample 247 c x= 8 = 30.875 1.9 Exercise Yes, the mean is a good indicator of central tendency. 1 Using CAS: s = 3.54 cents 109 2 Using CAS: s = 14.28 % d x= 7 3 Using CAS: s = 9.489 = 15.57 4 Using CAS: s = 7.306 Not a good indicator of central tendency due to outlier (2). 5 a s = 1.21 243 b s = 2.36 5 x= 20 c s = 6.01 = 12.15 d s = 2.45 The mean number attending each week is approximately 6 Data: 12 people. 2, 4, 7, 7, 9, 10, 11, 14, 14, 14, 14, 15, 16, 16, 17, 18, 18, 19, 6 Data: 21, 22, 22, 23, 23, 23, 27 21, 22, 24, 25, 26, 26, 27, 28, 28, 28, 29, 30, 31, 31, s = 6.47 32, 33, 34, 34, 36, 38 ∴ The answer is C. 1 Var Stats 7 s = 0.48% 583 x= a 2 20 x x−x (x − x) = 29.15 2.3 0.6625 0.4389 Therefore, the answer is D. 0.8 –0.8375 0.7014 7 Data: 4, 7, 12, 14, 15, 15, 16, 17, 18, 21, 22, 24, 27, 27, 27 1.6 –0.0375 0.0014 1 Var Stats 2.1 0.4625 0.2139 266 x= 1.7 0.0625 0.0039 15 1.3 –0.3375 0.1139 = 17.7 1.4 –0.2375 0.0564 Therefore the answer is A. 1.9 0.2625 0.0689 1.8 The mean of a sample P df_Fol i o: 16 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.10 ∑ ( x − x) 1.5987 = n−1 7 1.5987 s =√ = 0.48 7 8 Data: 8, 9, 13, 14, 17, 19, 20, 21, 23, 27, 27, 33, 34, 41, 45, 46, 47, 2 b 48, 53, 58 s = 15.49 9 Using CAS: s = 2.96 km/h 10 Using CAS: s = 6.067 pens 11 Using CAS: s = 2.39 °C 12 Using CAS: x = 75.7, s = 5.6 13 Using CAS: s = 3.786 players 14 Using CAS: s = 2.331 1.9 Exam questions 1 Calculate the one-variable statistics with the CAS calculator. x = 27.77 and sX = 1.664 03... The correct answer is D. 2 Enter the data into CAS. x = 5.25 s = 2.38 The correct answer is E. 3 Using a calculator, the standard deviation is s = 1.37 (don’t confuse with the population standard deviation of 1.33). The correct answer is B. 1.10 The 68–95–99.7% rule and z-scores 1.10 Exercise 1 a 68% = x ± s 49 − 14 = 35 49 + 14 = 63 68% of group’s concentration span falls between 35 secs and 63 secs. b 95% = x ± 2s 49 − 14 × 2 = 21 49 + 14 × 2 = 77 95% of group’s concentration span falls between 21 secs and 77 secs. c 99.7% = x ± 3s 49 − 14 × 3 = 7 49 + 14 × 3 = 91 99.7% of the group’s concentration span falls between 7 secs and 91 secs. 2 a x − s = 45 − 1.7 = 43.3 mm x + s = 45 + 1.7 = 46.7 mm 68% of rainfall is between 43.3 mm and 46.7 mm. b x − 2s = 45 − 2 × 1.7 = 41.6 mm x + 2s = 45 + 2 × 1.7 = 48.4 mm 95% of rainfall is between 41.6 mm and 48.4 mm. c x − 3s = 45 − 3 × 1.7 = 39.9 mm x + 3s = 45 + 3 × 1.7 = 50.1 mm 99.7% of rainfall is between 39.9 mm and 50.1 mm. P df_Fol i o: 17 17 3 a 68% is all data up to 1 standard deviation from the mean. x ± s = 68% 10 − 2 = 8 10 + 2 = 12 b 95% is all data up to 2 standard deviations from the mean. x ± 2s = 95% 10 − 2 × 2 = 6 10 + 2 × 2 = 14 c 99.7% is all data up to 3 standard deviations from the mean. x ± 3s = 99.7% 10 − 3 × 2 = 4 10 + 3 × 2 = 16 4 a x + s = 68% 5 − 13 = 3.7 5 + 13 = 6.3 b x + 2s = 95% 5 − 2 × 1.3 = 2.4 5 + 2 × 1.3 = 7.6 c x + 3s = 99.7% 5 − 3 × 1.3 = 1.1 5 + 3 × 1.3 = 8.9 5 a Bell shaped b Bell shaped c Not bell shaped d Not bell shaped e Not bell shaped f Bell shaped 6 a 68% = x ± s 1.9 − 0.6 = 1.3 1.9 + 0.6 = 2.5 68% of group hair growth rate falls between 1.3 mm and 2.5 mm per week. b 95% = x ± 2s 1.9 − 0.6 × 2 = 0.7 1.9 + 0.6 × 2 = 3.1 95% of group hair growth rate falls between 0.7 mm and 3.1 mm per week. c 99.7% = x ± 3s 1.9 − 0.6 × 3 = 0.1 1.9 + 0.6 × 3 = 3.7 99.7% of group hair growth rate falls between 0.1 mm and 3.7 mm per week. 7 a 68% = x ± 3s 7−2=5 7+2=9 68% of seedlings lie between 5 cm and 9 cm. b 95% = x ± 2s 7−2×2=3 7 + 2 × 2 = 11 95% of seedlings lie between 3 cm and 11 cm. c 99.7% = x ± 3s 7−3×2=1 7 + 3 × 2 = 13 99.7% of seedlings lie between 1 cm and 13 cm. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 18 TOPIC 1 Investigating data distributions • EXERCISE 1.10 8 49.85% 47.5% 95% 21 26 As 95% = x ± 2s 26 − 21 𝜎= 2 = 2.5 The correct answer is C. 130 (–3s) 31 160 180 (+2s) 11 a More than 15 days 9 0.15% 34% 34% 9 0.15% 2.35% 13.5% 13.5% 235 240 245 250 255 a More than 214 g = 2.35% + 0.15% = 2.50% 2.35% 0.15% 260 15 (+3s) 0.15% of employees take more than 15 days off. b Fewer than 5 days 265 b More than 200 g = 34% + 13.5% + 2.35% + 0.15% = 50% c Less than 193 g = 13.5% + 2.35% + 0.15% = 16% d Between 193 g and 214 g = 34% + 34% + 13.5% = 81.5% 2.5% 5 9 (–2s) 0.15% + 2.35% = 2.5% of employees take fewer than 5 days. c More than 7 days 10 a Less than 170 cm tall 34% 34% 50% 50% 50% + 34% = 84% are less than 170 cm tall. b Less than 140 cm tall 170 7 9 (–s) 34% + 50% = 84% of employees take more than 7 days. d Between 3 and 11 days 34% 49.85% 3 (–3s) 2.5% 140 160 (–2s) 0.15% + 2.35% = 2.5% are less than 140 cm tall. c Greater than 150 cm tall 9 11 (+s) 49.85% + 34% = 83.85% take between 3 and 11 days. e Between 7 and 13 days 34% 47.5% 34% 50% 150 160 (–s) 34% + 50% = 84% are taller than 150 cm. d Between 130 cm and 180 cm in height 49.85% + 47.5% = 97.35% are between 130 cm and 180 cm tall. 7 9 (–s) 13 (+2s) 34% + 47.5% = 81.5% take between 7 and 13 days. 12 x = 20 and s = 1 19 marbles is 1 standard deviation below the mean. Percentage above 19 = 50% + 34% = 84% P df_Fol i o: 18 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • EXERCISE 1.10 Number of marbles = 84% × 500 = 420 bags 13 a More than 245 mL iii Between 2.6 cm and 2.8 cm 0.15% 34% 34% 50% 2.5 2.6 (+s) 245 250 (–s) 34% + 50% = 84% Number of containers = 84% × 400 = 336 containers b Less than 240 mL 2.5% 47.5% 47.5% 240 250 260 (–2s) (+2s) 47.5% + 47.5% = 95% Number of containers = 95% × 400 = 380 containers 14 a i Between 2.4 cm and 2.6 cm 34% 34% 2.4 2.5 2.6 (+s) (–s) 34% + 34% = 68% Number of bolts = 68% × 2000 = 1360 bolts ii Less than 2.7 cm 50% 47.5% 2.5 P df_Fol i o: 19 Shaded area = 50% − (34% + 0.15%) = 15.85% Number of bolts = 15.85% × 2000 = 317 bolts b Less than 2.3 cm and greater than 2.7 cm 2.5% 240 250 (–2s) Number of containers = 2.5% × 400 = 10 containers c Between 240 and 260 mL 2.7 (+2s) 50% + 47.5% = 97.5% Number of bolts = 97.5% × 2000 = 1950 bolts 2.8 (+3s) 2.5% 2.5 2.7 2.3 (–2s) (+2s) 2.5% + 2.5% = 5% Number of bolts rejected = 5% × 2000 = 100 bolts 15 x = 76% and s = 9% x−x z= s 97 − 76 = 9 = 2.33 x−x 16 z = s 96 − 60 = 12 36 = 12 =3 17 Specialist Maths: x = 83, x = 67, s = 9 English: x = 88, x = 58, s = 14 x−x a zs = s 83 − 67 = 9 = 1.78 x−x ze = s 88 − 58 = 14 = 2.14 b English has the higher result as it has the higher z-score. x−x 18 a English z = s 75 − 65 = 8 = 1.25 x−x Maths z = s 72 − 56 = 12 = 1.33 b The Maths mark is better as it has a higher z-score. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 19 20 TOPIC 1 Investigating data distributions • REVIEW 1.11 x−x s 54 − 60 = 12.5 −6 = 12.5 = −0.48 x−x b Maths z = s 78 − 60 = 12.5 18 = 12.5 = 1.44 x−x c Biology z = s 61 − 60 = 12.5 1 = 12.5 = 0.08 x−x d Geography z = s 32 − 60 = 12.5 −28 = 12.5 = −2.24 x−x e Art z = s 95 − 60 = 12.5 35 = 12.5 = 2.8 19 a English z = i See table in part d. ii The median number of eggs produced is greatest for cage chickens; therefore, it is possible that the more space a chicken has, the fewer eggs it lays. 1.10 Exam questions 1 76.0 is a score 1 standard deviation above the mean. Therefore, there would be 84% of participants below this value. 84% × 800 = 672 unsuccessful participants. The correct answer is D. 81.5 − 69.5 2 Amy z-score: = 1.846 … 6.5 80.5 − 69.5 Brian z-score: = 1.692 … 6.5 82 − 69.5 Cherie z-score: = 1.923 … 6.5 Amy and Cherie scored over 1.8, so will be offered a leading role, only Brian will not. The correct answer is C. 3 Greater than 16% is at 1 standard deviation above the mean: x + 𝜎 = 160 Less than 2.5% is at 2 standard deviations below the mean: x + 2𝜎 = 115 Solve on your CAS: x = 145 and 𝜎 = 15 The correct answer is C. 1.11 Review 1.11 Exercise Multiple choice 1 Recording length, which is numerical. Since the lengths are not fixed values, it is continuous. The correct answer is B. 2 The observations shown on the stem plot are: 20 a Using CAS: Living conditions Cage Barn Free range Mean 5.2 4.4 4.1 Standard deviation 0.3 0.3 0.2 x−x b z= s 4.3 − 4.1 = 0.17 = 1.18 c z = 1 means 1 standard deviation above the mean. The percentage below this is: 34% + 34% + 13.5% + 2.35% + 0.15% = 84% d Boxplots with the following 5-number summary: Cage Min = 4.7 Q1 = 5 Barn Free range Med = 5.15 Q3 = 5.5 Min = 3.9 Q1 = 4.1 Min = 3.8 Q1 = 4 Max = 5.8 Med = 4.35 Q3 = 4.6 Max = 4.9 Med = 4.1 Q3 = 4.2 Max = 4.4 Stem 2 2 3 3 Leaf 0 0 1 6 7 8 9 9 0 1 1 5 Key: 2 1 = 21 20, 20, 21, 26, 27, 28, 29, 29, 30, 31, 31, 35 The correct answer is D. 3 The largest number of people attending was 142, not 140. The correct answer is C. Frequency Score 4 1 2 3 4 5 6 7 8 9 2 3 3 4 1 3 4 3 4 The correct answer is D. P df_Fol i o: 20 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 5 10 Range = 80 IQR = 30 Q2 = 50 Leaf Stem 2 2∗ 3 3∗ 4 4∗ 5 5∗ 6 6∗ 3 4 5 6 8 0 1 2 3 4 4 5 5 7 9 9 0 1 3 3 6 8 8 0 1 6 9 Range = 90 − 10 = 80 Q2 = 50 10 Key: 3 1 = 31 The distribution of the stem plot is positively skewed. The correct answer is C. 6 The distribution of the data shown in the histogram is negatively skewed. The correct answer is A. 7 A set of data has n = 7 Median = 5 Range = 3 This could be 4 5 5 6 6 7 7 Median Range = 7 − 4 =3 The correct answer is C. Stem Leaf 8 1 2 3 2 0 4 5 7 3 1 2 5 9 4 1 3 6 7 2 9 9 5 6 3 Key: 2 4 = 24 18 + 1 th ( 2 ) 1 = 9 th 2 35 + 39 Median = 2 = 37 The correct answer is E. Median position = 9 5 10 Min x = 5 Max x = 35 Range = 30 15 20 25 30 35 IQR = 25 − 10 = 15 Median = 15 The median is equal to the interquartile range. The correct answer is E. P df_Fol i o: 21 21 20 30 40 50 60 70 80 90 IQR = Q3 − Q1 = 65 − 35 = 30 The correct answer is B. 11 Q3 = 0.8 m Q1 = 0.54 m IQR = Q3 − Q1 = 0.8 − 0.54 = 0.26 m IQR is 0.26 m, not 0.2 m. The correct answer is D. 12 The mean of 14, 18, 20, 21, 23, 23, 24, 25, 29, 30 is 227 x= 10 = 22.7 The correct answer is C. Stem Leaf 13 1 1∗ 2 2∗ 3 3∗ 5 7 7 8 8 8 8 8 8 9 0 0 0 1 1 6 8 1 5 Key: 2 0 = 20 years Mean of stem plot: 398 x= 19 = 20.9 The correct answer is D. 14 If the distribution is positively skewed, it is likely that the mean is greater than the median. The correct answer is A. 15 If the data is symmetric, then the median is not necessarily the better measure of centre. The correct answer is B. 16 Using 1 Var Stats, sx = $277.75 ≈ $278 The correct answer is B. 17 Using 1 Var Stats, sx = 14.05 ≈ 14 The correct answer is C. 18 95% of batteries 95% x − 2s = 1200 − (2 × 10) = 1180 –2s 1200 +2s x + 2s = 1200 + (2 × 10) = 1220 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 22 c So 95% of batteries sampled have a lifetime (hours) between 1180 hours and 1220 hours. The correct answer is D. 19 68% = x ± s 45 − 5 = 40 45 + 5 = 50 40 ≤ x ≤ 50 95% = x ± 2s 45 − 2 × 5 = 35 45 + 2 × 5 = 55 35 ≤ x ≤ 55 99.7% = x ± 3s 45 − 3 × 5 = 30 45 + 3 × 5 = 60 30 ≤ x ≤ 60 95% lie between 35 and 55 not 35 and 50 The correct answer is C. 114 120 (–2s) 2.5% of broom handles are shorter than 114 cm. The correct answer is B. Short answer 21 a An example of categorical data is the colour of cars. b i An example of discrete numerical data is the number of phone calls made in one month. ii An example of continuous numerical data is the length of each call made in one month. Many other answers are possible. b 0 50 52 *24 a P df_Fol i o: 22 Frequency Key: 6 0 = $6 8 8 9 2 3 4 4 7 Range = 26 − 2 = 24 Mode = 14 IQR = 18 − 8.5 = 9.5 24 a See figure at bottom of the page* Check by entering appropriate values using statistics menu and suitable window. X Minimum = 49 X Maximum = 79 X Scale = 2 Y Minimum = 0 Y Maximum = 12 Y Scale = 1 b The data are approximately symmetrical. More than half the drivers exceed the speed limit. The fastest drivers were about 15 km/h over the limit. Many other conclusions are possible. Key: 6 0 = $6 Stem Leaf 0 1 5 7 1 1 3 8 8 9 2 3 4 4 7 1 1 3 Max x = 26 Leaf 0 1 5 7 1 1 3 8 8 9 2 3 4 4 7 6 6∗ 7 7∗ 8 8∗ 5 7 Stem plot b is probably an appropriate display. No real need for stems in fifths. 23 2, 5, 6, 6, 8, 9, 10, 12, 12, 14, 14, 14, 15, 15, 17, 18, 18, 19, 21, 23, 26 Input data into L1 . 1 Var Stats: Min x = 2 Q1 = 8.5 Median = 14 Q3 = 18 2.5% Stem 6 7 8 Leaf 0 1 Key: 6 0 = $6 20 22 a Stem 6 6 6 6 6 7 7 7 7 7 8 8 8 8 8 10 8 6 4 2 54 56 58 60 64 66 68 Speed (km/h) 70 72 74 76 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 25 a The distribution is positively skewed. b There would need to be a shift of some of the amounts in the 20s to the 30s and 40s. 26 a Using CAS input data into L1 . 1 Var Stats Min x = 1 Q1 = 3.5 Median = 5 Q3 = 7 Max x = 9 290 060 5.46 59 070 4.77 8450 3.93 log10 (income) Frequency 3−<4 4−<5 5−<6 6−<7 2 6 3 1 23 Extended response 1 2 3 4 5 6 7 8 9 b The distribution is approximately symmetrical. 27 a Min value = 150 Max value = 650 10 Range = 650 − 150 = 500 7 × 100 = 58.3% b 12 28 Data: 21, 22, 22, 24, 24, 24, 25, 26, 26, 28 28, 29, 29, 30, 32, 32, 34, 35, 36, 38 Input data into L1 . 1 Var Stats: sx = 0.05 mL 29 a i 68% = x ± s 12 + 1.2 = 13.2 12 − 1.2 = 10.8 68% of the dogs would be between 10.8 and 13.2 years. ii 95% = x ± 2s 12 + 2 × 1.2 = 14.4 12 − 2 × 1.2 = 9.6 95% of the dogs would be between 9.6 and 14.4 years. iii 99.7% = x ± 3s 12 + 3 × 1.2 = 15.6 12 − 3 × 1.2 = 8.4 99.7% of the dogs would be between 8.4 and 15.6 years. b There is a large range of life spans for these dogs. The oldest dog is almost twice as old as the youngest. 30 Kory, as he has a greater z-score (1.5 compared with 0.875). 31 8.2 − 6.6 = 1.6 101.6 = 39.81 Therefore, the first measurement is 40 times greater than the second. 32 Income log10 (income) P df_Fol i o: 23 45 000 4.65 20 000 4.30 360 000 5.56 750 000 5.88 3200 3.51 1 048 500 34 590 6.02 4.54 37 250 4.57 65 710 4.82 33 a i A stem plot is more appropriate since there are only 25 observations in each set. 10E 10C Leaf Stem Stem Leaf 0 0 0 0 0 0 4 0 7 7 0 0 8 9 0 9 9 0 1 1 1 1 0 0 1 2 2 2 3 3 3 3 3 1 2 3 1 1 4 4 4 4 4 4 5 5 5 1 4 4 5 5 5 1 6 6 1 6 7 7 7 7 9 1 1 8 8 8 9 9 Key: 1 3 = 13 The distribution of 10C is negatively skewed with no outliers. The distribution of 10E is symmetric with no outliers. ii Class 10C: Input data into L1 . From 1 Var Stats: Min x = 4 Q1 = 10 Median = 15 Q3 = 17 Max x = 19 Therefore, the median is 15. IQR = 17 − 10 = 7 Range = 19 − 4 = 15 Mode = 17 iii Class 10E: Input data into L2 . From 1 Var Stats: Min x = 8 Q1 = 12 Median = 13 Q3 = 14.5 Max x = 19 IQR = 14.5 − 12 = 2.5 Range = 19 − 8 = 11 Mode = 14 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 24 4 5 10E 8 8+1 1 th = 4 th position ( 2 ) 2 Q1 = 108.5, Q3 = 128 IQR = 128 − 108.5 = 19.5 beats/ min Mode = 130 beats/ min c Office workers Q3 /Q1 = 10C 9 6 7 8 9 10 11 12 13 14 15 16 17 18 19 10 11 12 13 14 15 16 17 18 19 70 iv Class 10C: 341 Mean = 25 x = 13.64 sx = 4.24 Class 10E: 330 Mean = 25 x = 13.2 sx = 2.35 v For 10C the median provides a better indication, whereas for 10E the mean and the median are close. vi The 68 − 95 − 99.7% rule can be applied to the distribution of 10E′ s data since it is approximately bell-shaped. b We use the median of the 10C scores to give us an indication of the centre of the distribution. The median of the 10C scores is 15. For 10E, the distribution is symmetric and hence we use the mean to give us an indication of the centre of the distribution. The mean of 10E scores is 13.2. The range of the 10C scores is 15, whereas for 10E the range is 11. Also, the standard deviation for 10C is 4.24 and for 10E it is 2.35. This means that the scores in 10C are more spread out than those in 10E, which are relatively bunched. So, while 10C has more students with higher marks than in 10E, the range of marks in 10C is greater and this would make it a more challenging class to teach. 34 Office workers: Stem 7 8 9 10 11 Leaf 6 5 6 7 0 2 12 0 1 2 4 6 7 9 13 0 0 4 Key: 12 4 = 124 beats/ min a Office workers distribution is negatively skewed with one outlier (76). b Min x = 76, max x = 134 Range = 134 − 76 = 58 beats/ min 18 + 1 1 th = 8 th position Median = ( 2 ) 2 = 121.5 beats/ min 80 90 100 110 120 130 140 d Mean = Beats per minute 1869 16 x = 116.8125 beats/ min sx = 15.3 beats/ min Sports instructors: Stem 6 7 8 9 10 Leaf 2 4 8 8 9 2 2 3 5 7 9 2 8 6 8 Key: 6 2 = 62 beats/ min a Sports instructors distribution is positively skewed with one outlier (108). b Min x = 62, max x = 108 Range = 108 − 62 = 46 Median = 73 beats/ min Q3 = 82, Q1 = 68 IQR = 82 − 68 = 14 beats/ min Mode∶ 68, 72 c Sports instructors 60 65 70 75 80 85 90 95 100 105 110 Beats per minute 1153 d Mean = 15 x = 76.87 beats/ min sx = 12.43 beats/ min e Since distributions are not symmetric, the 68−95−99.7% rule cannot be applied. f Office workers: Pulse rates are generally very high, clustered around 120−130 beats/min. Also, there is one person whose rate was much lower than the rest. This outlier (76) produces a large range and makes the mean slightly lower than the median. As a result, the median is a more appropriate measure of the centre of the data rather than the mean. Sports instructors: Pulse rates are generally low, clustered around 60−70 beats/min, although there are a few people with rates much higher, which makes the mean slightly higher than the median and also produces quite a large range. As a result of the skewed distribution, the median is the more appropriate measure of the centre of the data rather than the mean, although there is little difference between these values. P df_Fol i o: 24 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 35 a Since rounding to the nearest cm is used, this is discrete numerical data. b Lowest score = 13 Highest score = 19 Use 1 stem, split into fifths. Stem 1 1 1 Leaf 6 1 8 8 9 9 6 6 6 6 6 7 7 7 Key: 1 3 = 13 cm The data looks slightly negatively skewed. c There are 20 values, so the median lies between the 10th and 11th value. 10th value = 16; 11th value = 16 Median = 16 cm Q1 will be between the 5th and 6th values. 5th value = 15; 6th value = 15 Q1 = 15 cm Q3 will lie between the 15th and 16th values. 5th value = 17; 6th value = 17 Q3 = 17 cm Lowest score = 13 Highest score = 19 14 15 16 17 18 Fish length (cm) 19 20 d From the boxplot, the distribution seems to be symmetrical. e Given the data itself, the boxplot gives a better indication of the distribution’s shape. f Mean = median = 16 cm Since the mean and median are the same, this suggests that this is a symmetric distribution. g From part f: s = 1.75 cm x + s = 17.75 16% 16 17.75 Since 68% of data lies between x ± s, 16% lies beyond x + s. The proportion of salmon with lengths greater than 17.75 cm is 16%. 16% of 10 000 = 1600 h Use the statistics menu and appropriate functions to draw a boxplot on CAS. Determine values: Median = 18 Q1 = 16.5 Q3 = 19 From the boxplot, the mean is lower than the median, this suggests that the data is negatively skewed, with a lower end outlier (12). x = 17.3 i s = 1.95 x + s = 19.25 Since 68% of data lies between x ± s, 16% lies beyond x + s. 3 3 4 4 5 5 5 1 13 25 16% 17.3 19.25 The proportion of salmon, in this population, with lengths greater than 19.25 cm is 16%. 16% of 10 000 = 1600 j The river fish seem to be larger overall. Only 1600 of the coastal fish lie above 17.75 cm, whereas 1600 of the river fish lie above 19.25 cm. All of the quartiles of the river fish are higher than those for the coastal ones. It would seem that the river fish have grown more than the coastal fish. 1.11 Exam questions 1. Q1 = 148, Q3 = 159, therefore IQR = 159 − 148 = 11 UF = 159 + 1.5 × 11 = 175.5 The correct answer is E. 2. a. There are 3 numerical variables. [1 mark] b. 1.81 (use your CAS) [1 mark] 14.50 − 13.74 c. z = = 0.5 [1 mark – note that rounding 1.43 applies here] d. A z-score of −1 means 1 standard deviation below the mean. Therefore, the percentage of athletes who would be expected to jump higher than Chara is 34% + 50% = 84% [1 mark] e. Q3 and the maximum are the same value of 1.87 [1 mark] f. Calculate the upper fence: UF = 42.88 + 1.5 × (42.88 − 40.88) [1 mark] = 45.88 [1 mark] 3. The data is bunched down the lower end of the histogram with a tail going to the right, therefore it is positively skewed. Given the large range of the data, it is likely that the data at the upper end is an outlier. The correct answer is B. 4. log10 (100 000) = log10 (105 ) = 5 Therefore, less than 5 on the horizontal scale is 7 + 1 = 8 countries. The correct answer is D. 5. a There are three categorical variables: City, Congestion level and Size. [1 mark] b There are two categories that are ordinal: Congestion level and Size. [1 mark] c The large cities with medium traffic congestion levels are Newcastle-Sunderland and Liverpool. [1 mark] P df_Fol i o: 25 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 1 Investigating data distributions • REVIEW 1.11 26 d City size Congestion level Small Large high 4 2 medium low Total 4 8 16 2 3 7 [1 mark per 3 correct responses, for a total of 2 marks] e The percentage of small cities with high traffic congestion 4 × 100 = 25%. [1 mark] is 16 f The distribution of the increase in travel time is positively skewed. [1 mark] g Q1 is at 30 minutes and Q3 is at 39 minutes. The IQR is Q3 − Q1 = 39 − 30 = 9. The upper fence is 1.5 × IQR + Q3 = 1.5 × 9 + 39 = 52.5 [1 mark] P df_Fol i o: 26 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.3 27 Topic 2 — Investigating associations between two variables 2.2 Exercise 1 a Since the number of air conditioners sold could reasonably be a response to the daily temperature: daily temperature = explanatory variable air conditioners sold = response variable b You wouldn’t think that a person’s favourite colour could be affected by their age. Therefore, it is not appropriate to label one variable explanatory and one variable response. 2 a Since the size of the crowd could be a response to the teams playing: size of the crowd = response variable teams playing = explanatory variable b The net score is dependent upon the golfer’s handicap: net score of a round of golf = response variable golfer’s handicap = explanatory variable 3 See table at bottom of the page* 4 See table at bottom of the page* 5 It is reasonable to expect that a mother’s reaction time to a certain stimulus would depend on how well rested she is (i.e. the amount of sleep she had). The answer is C. 6 Since it is possible to identify the explanatory variable as being ‘vitamin D level’, the answer is True. 7 It is reasonable to expect the number of training sessions to be explanatory, and the weight loss to be the response variable. The statement is False. 8 a The number of minutes on a basketball court: Explanatory variable b The number of points scored: Response variable 9 a Response variable: electricity bill b Explanatory variable: number of Christmas lights 10 a Explanatory variable: hours spent playing b Response variable: vocabulary *3 2.2 Exam questions 1 Both variables define categorical variables. The correct answer is B. 2 The data represents a numerical variable and a categorical variable. Parallel boxplots graph this data. A histogram requires two numerical variables. A scatterplot requires two sets of numerical data. A time series plot requires two sets of numerical data. A back-to-back stem plot requires categorical sets (only two options) and numerical data. The correct answer is E. 3 Training sessions would generate or create data linked to weight loss. Therefore, training sessions are the explanatory (horizontal) variable and weight loss is the response (vertical) variable. The correct answer is D. 2.3 Contingency (two-way) frequency tables and segmented bar charts 2.3 Exercise 1 Note: Black data are given in the question; grey data are the answers. Explanatory Response a The age of an AFL footballer His annual salary b The amount of fertiliser a plant receives The growth of a plant c e The number of members in a household a The month of the year The size of the electricity bill b Hours spent on preparation Marks obtained for the test d 15 to 30 23 Over 30 15 Total 38 Samsung Total 15 7 22 38 22 60 Marginal distribution: Apple = 38 22 Samsung = 60 60 = 0.63 = 0.37 Not appropriate The size of the house c P df_Fol i o: 27 Apple The number of books read and the eye colour of the reader The voting intentions of a woman and her weekly consumption of red meat d *4 Age group Phone 2.2 Response and explanatory variables Mark obtained on English test and the mark obtained on a Maths test The season The cost of grapes Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.3 2 Note: Black data are given in the question; grey data are the answers. i 47 − 25 = 22 ii 51 − 25 = 26 iii iv − ii = 45 − 26 = 19 iv 92 − 47 = 45 v 92 − 51 = 41 b i 100 − 53 = 47% ii 100 − 42 = 58% iii 100% iv 100% 7 a Teenagers Adults Total Coke Pepsi 221 166 155 108 376 274 Total 387 263 650 Conditional distribution: 221 Teenagers who prefer Coke = 387 = 0.57 166 Teenagers who prefer Pepsi = 387 = 0.43 37 (given) Attitude Inner city Against 102 (139 − 37) For Total 139 (given) Residents Outer suburban 79 (given) 23 (102 − 79) 102 (given) Lesson length 116 Marginal distribution∶ For = = 0.48, 241 125 Against = = 0.52 241 4 Student type 45 min 1 hour Total 86 (given) 93 (given) 125 (102 + 23) 241 (139 + 102) 179 (86 + 93) Conditional distribution: 33 Senior students prefer 45 mins = = 0.35, 93 60 = 0.65 Senior students prefer an hour = 93 5 116 (37 + 79) Total Junior Senior Total 50 (86 − 36) 33 (93 − 60) 83 (50 + 33) 36 (given) 60 (given) 96 (36 + 60) Age group Teenagers Phone Apple Samsung Total 6 Adults 23 × 100 = 60.5% 38 15 × 100 = 39.5% 38 38 × 100 = 100% 38 15 × 100 = 68.2% 22 7 × 100 = 31.8% 22 22 × 100 = 100% 22 Age group Teenagers Drink Coke Pepsi Total 221 × 100 = 57.1% 387 166 × 100 = 42.9% 387 387 × 100 = 100% 387 Adults 155 × 100 = 58.9% 263 108 × 100 = 41.1% 263 263 × 100 = 100% 263 Age group Preference 3 8 Rent by themselves 18 to 30 31 to 40 9 × 100 = 43% 21 16 × 100 = 41% 39 100% 100% 12 23 × 100 = 57% × 100 = 59% ( 21 ) ( 39 ) Share with friends Total The information in the following two-way frequency table relates to questions 9 and 10. Attitude Drink Age group Technical staff Total For Against Administrative staff 53 37 98 31 151 68 Total 90 129 219 9 From the above table, we can conclude that 59% of administrative staff were for the upgrade. 53 × 100% = 58.88% ( 90 ) ≃ 59% The correct answer is D. 10 From the above table, we can conclude that 76% of the technical staff were for the upgrade. 98 × 100% = 75.968% ) ( 129 ≈ 76% The correct answer is C. 11 Age group Choice 28 Entrée Main Dessert Total Entrée (children) = Children 8 31 19 58 8 × 100% 58 = 13.79% ≈ 14% 31 Main (children) = × 100% 58 = 53.45% ≈ 53% Adults 18 16 27 61 P df_Fol i o: 28 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Total 26 47 46 118 TOPIC 2 Investigating associations between two variables • EXERCISE 2.3 Dessert (children) = Children 14 53 33 100 Choice Adults 30 26 44 100 Dessert Main Entrée 100 90 80 70 60 50 40 30 20 10 0 Superannuation 32 50 Investment Total 23 100 32 100 Investment Superannuation Mortgage 100 90 80 70 60 50 40 30 20 10 0 40+ x Age The under 40s have a focus on their mortgage, whereas the 40 and overs prioritise their superannuation. 13 a Adults Delegates x Age Children enjoy the main meal the most, while adults enjoy the dessert the most. Mortgage <40 42 Age group 40+ 18 Total 60 Superannuation 30 51 81 Investment Total 21 93 33 102 54 195 42 Mortgage < 40 = × 100% 93 = 45.16% ≈ 45% 30 Superannuation < 40 = × 100% 93 = 32.26% ≈ 32% 21 Investment < 40 = × 100% 93 = 22.58% ≈ 23% 18 Mortgage 40+ = × 100% 102 = 17.65% ≈ 18% For Against Total Liberal 22 (62 − 40) 40 (given) 62 (given) Labor 28 (71 − 43) 43 (given) 71 (given) Total 50 83 133 Delegates Attitude 12 Choice 40+ 18 <40 Children P df_Fol i o: 29 Mortgage <40 45 Age group Percentage Entrée Main Dessert Total 51 × 100% 102 = 50% 33 × 100% Investment 40+ = 102 = 32.35% ≈ 32% Superannuation 40+ = Attitude Percentage Choice 19 × 100% 58 = 32.76% ≈ 33% 18 × 100% Entrée (adults) = 61 = 29.51% ≈ 30% 16 Main (adults) = × 100% 61 = 26.23% ≈ 26% 27 Dessert (adults) = × 100% 61 = 44.26% ≈ 44% 29 For Against Total Liberal 22 100 × = 35.5% 62 1 40 100 × = 64.5% 62 1 100% Labor 28 100 × = 39.4% 71 1 43 100 × = 60.6% 71 1 100% b There is not a lot of difference in the reactions. c To construct the segmented bar chart: • Rule out and label the axes. • Draw 2 columns of the same width (one for Liberal, one for Labor) and height to 100%. Break each column into 2 segments: bottom segment corresponds to the 1st cell in each column. So draw the line at 35.5% level for the ‘Liberal’ column and at 39.4% level for the ‘Labor’ column. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 30 TOPIC 2 Investigating associations between two variables • EXERCISE 2.4 Percentage • Add legend. 100 90 80 70 60 50 40 30 20 10 0 2.4 Back-to-back stem plots Attitude Against For Liberal Labor 2.4 Exercise 1 Lowest score = 30 Highest score = 39 Use a stem of 3, divided into fifths. 4B Stem 4A 3 0 0 1 1 3 2 3 2 3 3 5 5 4 7 6 3 9 9 3 8 x Key 3 ∣ 1 = 31 Delegates There is not a lot of difference in the reactions. 14 Answer C: The number of mid-sized towns is 7 + 31 + 16 = 54 (column total) 16 × 100 ≈ 30% 54 15 Conditional distribution: 4 Large town and no waste = = 0.15 27 5 Large town and medium waste = = 0.19 27 18 Large town and high waste = = 0.67 27 Note: Rounding causes the total to be greater than 100%. 5 16 Percentage small town and high waste = × 100 6+8+5 5 × 100 = 19 = 26.32% 2 Lowest score = 21 Highest score = 49 Use a stem of 2, 3 and 4 divided into halves. Stem Chemistry Physics 4 9 8 4 2 2 0 6 4 1 9 8 5 5 Key 2 ∣ 4 = 24 1 Select the option that shows an association between two variables, not just a fact about the table (eliminate A and B). The supportive statement containing correct values is option E. 20% of sugar traps contained more than 500 moths, while 10% of light traps contained more than 500 moths. The correct answer is E. 2 There are 11 adults with high blood pressure who are also under 50 years of age. There are a total of 58 adults who are under 50 years of age. *4 P df_Fol i o: 30 Lion cubs Tiger cubs 38 25 3.4 3.0 45 36 21 46 5.0 2.7 30 44 39 39 4.2 3.7 41 38 3.7 3.3 22 24 5 5 6 7 9 4 See table at the bottom of the page* Highest − 5.0 kg Lowest − 2.6 kg Use a stem of 1, divided into halves. Key: 2 ∣ 7 = 2.7 kg 11 × 100 = 18.9%. 58 = 19% The correct answer is B. 3 30% of 300 = 90. The correct answer is B. 20 23 1 8 8 0 1 2 3 4 8 3 See table at bottom of the page* Highest − 48 Lowest − 20 Use a stem of 1, divided into halves. Key: 2 ∣ 3 = 23 Stem French Chinese 2110 2 34 7655 2* 558 3 2 100 3 0144 9 877 3* 56889 4 2344 2 1 5 4* 68 2.3 Exam questions *3 Chinese French 2 2* 3 3* 4 4* 27 25 4.9 4.0 33 42 30 38 3.4 3.1 21 34 3.8 2.6 25 28 32 31 4.8 3.2 37 44 42 30 3.6 3.6 26 35 31 48 4.3 3.1 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 25 43 37 34 TOPIC 2 Investigating associations between two variables • EXERCISE 2.4 Stem Tiger cubs Use a stem of 1, divided into halves. 2* 3 3* 4 4* 5 6 7 0 1 1 2 3 6 7 0 a 5 Company A Stem Company B 4 4 2 2 2 8 4 2 1 9 8 13 13* 14 14* 15 15* 16 16* 0 1 3 4 8 8 Lion cubs 4 4 8 7 6 3 2 9 8 0 6 0 8 Key 13 ∣ 0 = 130 Mean Median IQR Supermarket A Mean = 19 Supermarket B s = 4.88 Q1 = 16 s = 7.24 Q1 = 20 *7 Company A Company B 143.57 141.5 149 − 134 = 15 144.71 145.5 153 − 134 = 19 11.42 10.87 Stem English 2 9 7 4 8 8 7 5 4 2 8 2 4 5 6 7 8 9 10 7 8 2 1 4 5 8 9 0 7 6 0 English Mean Median IQR 74.67 77.5 83 − 65.5 = 17.5 76.42 76.5 83.5 − 66.5 = 17 Standard deviation 15.07 13.60 11 10 Median = 25.5 15 15 20 20 25 25 Q2 = 30 Max x = 27 IQR = 7 Max x = 35 IQR = 10 b For supermarket A, the mean is 19, the median is 18.5, the standard deviation is 4.9 and the interquartile range is 7. The distribution is approximately symmetric. For supermarket B, the mean is 24.4, the median is 25.5, the standard deviation is 7.2 and the interquartile range is 10. The distribution is approximately symmetric. The centre and spread of the distribution of supermarket B is higher than that of supermarket A. There is greater variation in the number of trucks arriving at supermarket B. 8 10A 10B 12 10 a 10A 10B 0 2 3 4 4 5 7 9 Mean = 41.5 s = 1.60 Min x = 12 Q1 = 13.5 Median = 14.5 Q3 = 15.5 Max x = 17 IQR = 2 Mean = 14.25 s = 2.81 Min x = 10 Q1 = 12.5 Median = 14 Q2 = 16 Max x = 19 IQR = 3.5 13 12 14 13 14 14 15 14 Highest − 19 Lowest − 10 Use a stem of 1, divided into fifths. History A B Min x = 10 Q3 = 23 Stem 1 3 2 1 1 5 5 4 4 7 6 1 1 Key 1 ∣ 0 = 10 marks Statistical analysis: 10A 10B History has a slightly higher median; however, English has a slightly higher mean. Their standard deviations are similar, so overall the results are quite similar. 7 See table at bottom of the page* Highest − 35 Lowest − 10 P df_Fol i o: 31 Mean = 24.36 Median = 18.5 History b B 0 5 6 0 1 3 5 6 8 9 0 1 2 5 Min x = 11 They are both positively skewed. The median is a better indicator of the centre of the distribution than the mean. This shows that Company B handed out more pamphlets, taking into account that the IQR and standard deviations are quite similar. Key 5 ∣ 7 = 57 Stem 1 1* 2 2* 3 3* Key 1 ∣ 0 = 10 trucks Statistical analysis: 5 6 8 3 3 5 0 2 Standard deviation 6 a A 2 1 7 7 6 6 5 4 3 2 1 0 7 5 12 30 16 35 31 21 16 27 31 16 32 17 21 17 23 22 26 15 15 16 17 23 28 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 17 19 24 29 TOPIC 2 Investigating associations between two variables • EXERCISE 2.4 32 b For the 10A marks, the mean is 14.5, the median is 14.5, the standard deviation is 1.6 and the interquartile range is 2. The distribution is approximately symmetric. For the 10B marks, the mean is 14.25, the median is 14, the standard deviation is 2.8 and the interquartile range is 3.5. The distribution is symmetric. The centre of each distribution is about the same. The spread of marks for 10B is greater, however. This means that there is a wider variation in the marks for 10B compared to the marks for 10A. 9 2021 2022 30 22 31 26 35 27 37 28 39 30 Highest − 46 Lowest − 22 Use stems of 1, divided into halves. a Leaf 2021 1 0 9 7 5 3 2 1 1 6 Stem 41 31 41 31 42 33 43 34 46 36 Mean = 29.8 sx = 4.16 Min x = 22 Max x = 46 IQR = 7 Max x = 36 IQR = 6 Q1 = 35 Median = 40 Q3 = 42 2 5 0 1 6 7 2 6 Mean = 26.75 Mean = 33.63 s = 8.19 s = 2.82 Min x = 23 Min x = 22 Q1 = 27.5 Median = 33.5 Q3 = 39.5 Max x = 31 Max x = 46 IQR = 4.5 IQR = 12 b For the distribution of Species 1, the mean is 26.75, the median is 26.5, the standard deviation is 2.8 and the interquartile range is 4.5. For the distribution of Species 2, the mean is 33.6, the median is 33.5, the standard deviation is 8.2 and the interquartile range is 12. The centre of the distributions is very different: it is much higher for Species 2. The spread of the ages of Species 1 is very small but very large for Species 2. 11 Kindergarten 3 13 14 25 28 32 36 41 47 50 Q1 = 27 Median = 30.5 Q3 = 33 b The distribution of marks for 2021 and for 2022 are each approximately symmetric. For the 2021 marks, the mean is 38.5, the median is 40, the standard deviation is 5.2 and the interquartile range is 7. The distribution is approximately symmetric. For the 2022 marks, the mean is 29.8, the median is 30.5, the standard deviation is 4.2 and the interquartile range is 6. The spread of each of the distributions is much the same, but the centre of each distribution is quite different with the centre of the 2022 distribution quite a lot lower. The work may have become a lot harder. 10 Species 1 23 24 25 26 27 28 30 31 Species 2 22 25 30 31 36 37 42 46 Highest − 46 Lowest − 22 Use stems of 1, divided into halves. Species 2 Key 2 ∣ 2 = 22 years old Statistical analysis: Species 1 Species 2 Q3 = 29 2022 Mean = 38.5 sx = 5.2 Min x = 30 2 2* 3 3* 4 4* Median = 26.5 Key 2 ∣ 2 = 22 marks Statistical analysis: 2021 Stem 4 3 8 6 8 7 1 0 Q1 = 24.5 Leaf 2022 2 6 7 8 0 1 1 3 6 2 2* 3 3* 4 4* a Species 1 Prep. school Highest − 52 Lowest − 3 Use stems of 1. 5 12 17 25 27 32 35 44 46 52 a Kindergarten Stem Prep. school 0 1 2 3 4 5 5 2 7 5 7 2 5 4 6 2 3 4 3 8 5 6 2 7 1 0 Key 1 ∣ 2 = 12 points Statistical analysis: Kindergarten Mean = 28.9 Prep. school Q1 = 14 Q1 = 17 s = 15.4 Min x = 3 Median = 30 Q3 = 41 Max x = 50 IQR = 27 Mean = 29.5 s = 15.3 Min x = 5 Median = 29.5 Q3 = 44 Max x = 52 IQR = 27 P df_Fol i o: 32 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.4 b For the distribution of scores of the kindergarten children, the mean is 28.9, the median is 30, the standard deviation is 15.4 and the interquartile range is 27. For the distribution of scores for the prep. children, the mean is 29.5, the median is 29.5, the standard deviation is 15.3 and the interquartile range is 27. The distributions are very similar. There is not a lot of difference between the way the kindergarten children and the prep. children scored. 12 The pair of variables that could be displayed on a back-to-back stem plot is: the time put into completing an assignment and a pass or fail score on the assignment. The correct answer is B. Why: bivariate data, involving a numerical variable and a categorical variable with 2 categories. 13 A back-to-back stem plot is a useful way of displaying the relationship between the age and attitude to gambling (for or against). The correct answer is C. Why: Age is a numerical variable; attitude is categorical with two categories (for or against). 14 Key: 7 ∣ 2 = 72 Stem Year 11 Year 12 2 7 0 2 7* 6 2 0 8 0 1 3 3 4 8* 8 8 6 4 4 2 0 0 9* 0 2 4 9* 6 0 10 15 A back-to-back stem plot is used to display bivariate data, involving numerical and categorical variables. The correct answer is D. 16 Key: 3 ∣ 1 = 31 Mathematical General Methods Stem Mathematics 98 2∗ 8 431 3 0 1 3∗ 5 7 7 8 9966 44210 4 1 3 3 4 4∗ 6 8 8 Mean Median IQR Standard deviation Mathematical Methods 36.86 37.5 44 − 33 = 11 General Mathematics 39.21 39.5 44 − 35 = 9 5.29 6.58 Mathematical Methods has a higher IQR, but a slightly lower standard deviation. General Mathematics had a greater mean (39.21) compared to Mathematical Methods (39.5), as well as a greater median: 39.5 compared to 36.86. This suggests that students do better in General Mathematics compared to Mathematical Methods by an average of two points. 33 2.4 Exam questions 1 Back-to-back stem plots are used when comparing categorical data with numerical data. The car’s speed is the numerical data. Options B and E both contain categorical data, but for a back-to-back stem plot, the categorical data can only contain two categories, that is, M or F. The correct answer is E. 2 The male IQR = 43 − 23 = 21. Adding 43 or 45 to the female data would find Q1 = 52 and Q3 = 74. Does not give IQR = 20 Adding 74 to the female data would find Q1 = 55 and Q3 = 74. Does not give IQR = 20 Adding 75 to the female data would find Q1 = 55 and Q3 = 75. Give IQR = 20 Adding 84 to the female data would find Q1 = 55 and Q3 = 76. Does not give the IQR = 20 The correct answer is D. 3 a Using CAS: mean (x) = 20, median = 18, mode = 21, standard deviation = 4.7 Award 1 mark for each correct value. b Min X = 17 Q1 = 17.5 Med = 18 Q3 = 21 Max X = 37 Range = 37 − 17 = 20 [1 mark] IQR = 21 − 17.5 = 3.5 [1 mark] c Using CAS: mean (x) = 25.4, median = 21, mode = 18, standard deviation = 10.5 Award 1 mark for each correct value. d Min X = 18 Q1 = 18 Med = 21 Q3 = 33 Max X = 45 Range = 45 − 18 = 27 [1 mark] [1 mark] IQR = 33 − 18 = 15 [1 mark] e Answers will vary. Students should include at least 3 of the following. There are many more male offenders than female offenders. [1 mark] The ages of the male offenders include many younger males, even below legal driving age. [1 mark] The mean age of male offenders is 20, while the mean age for female offenders is 25.4 (much higher). [1 mark] There is a greater deviation in the female results as compared to the male results, as seen by the different standard deviation values. [1 mark] Most of the offenders were below 25 (only 3 out of 26 were older). [1 mark] P df_Fol i o: 33 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual [1 mark] TOPIC 2 Investigating associations between two variables • EXERCISE 2.4 34 b Clearly, the median height increases from Year 9 to Year 11. There is greater variation in 9A’s distribution than in 10A’s. There is a wide range of heights in the lower 25% of 9A’s distribution. There is a greater variation in 11A’s distribution than in 10A’s, with a wide range of heights in the top 25% of the 11A distribution. 2.5 Parallel boxplots and dot plots 2.5 Exercise 1 Mean n Min s Q1 6A 13 16.2 … 1.52 … 13.8 15 6B 13 17.7 … 1.73 … 14.8 16.4 Median Q3 Max 16.1 17.6 18.8 17.3 19.6 20.3 4 Statistical analysis for boxplots: 6A Min x Q1 20–29 2000 5000 30–39 4000 6000 40–49 10 000 12 000 6B Median Q3 6350 7000 6900 9000 13 600 14 000 Max x 10 000 12 000 14 16 18 20 Time (seconds) a From the boxplots, 6A has a significantly lower median. The 6A median is lower than Q1 of the 6B time; that is, the lowest 25% of times for 6B is greater than the lowest 50% of times for 6A. 2 10A 14 71.4 … 17.2 … 42 10D 14 72.6 … 16.4 … 40 n Mean s 30–39 age group 20–29 age group Min Q1 Median Q3 Max 59 62 70.5 70.5 0 2 4 6 8 10 12 14 16 Annual superannuation contribution (× $1000) 87 98 84 100 b Clearly, there is a great jump in contributions to superannuation for people in their 40s. The spread of contributions for that age group is smaller than for people in their 20s or 30s, suggesting that a high proportion of people in their 40s are conscious of superannuation. For people in their 20s and 30s, the range is greater, indicating a range of interest in contributing to superannuation. See image bottom of the page* 10A 10D 30 40 50 60 70 80 Exam mark (%) 90 100 From the boxplots the medians are the same but 10D has a higher mean. 10D has the highest score of 100% but 10D also has the lowest score. Since Q1 and Q3 are closer together for 10D, their results are more consistent around the median. The parallel dot plot confirms this but doesn’t give any further information. 3 Statistical analysis for boxplots: 9A Min x = 120 Q1 = 140 10A Min x = 140 Q1 = 149 Median = 153 Q3 = 160 11A Min x = 151 Q1 = 160 Median = 163 Q3 = 170 Min x = 170 Min x = 199 a 11A 10A 9A 120 130 140 150 160 170 180 190 200 Height (cm) *2 5 a For Company A, the median = 80, Q1 = 75 and Q3 = 85(5 units either side of the median). Min x = 65 and max x = 95 (15 units either side of the median). So the distribution is fully symmetrical. Answer: True b Company A: Max x = 95; Company B: Q3 = 95. So the highest 25% of the values for Company B were equal to or higher than the highest share price for Company A. Answer: True c Company A: range = 95 − 65 IQR = 85 − 75 = 30 = 10 Company B: range = 100 − 70 IQR = 95 − 80 = 30 = 15 Although the range for both companies was the same, the IQR was bigger for Company B. So the spread of the share prices was not the same. Answer: False d Company A: median = 80 Company B: Q1 = 80 So 75% of the data for Company B were higher (or equal to) in value than the median for Company A. Answer: True 6 a All five values from the five-figure summary for The Pearlfishers are higher than corresponding numbers for Orlando: Median = 167 Q3 = 180 Min x = 180 15 000 40–49 age group 10A 40 45 50 55 60 65 70 75 80 85 90 95 100 P df_Fol i o: 34 10D Exam mark (%) Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.6 The Pearlfishers Orlando Min x Q1 550 700 400 600 Median Q3 750 800 650 750 Max x 900 850 So The Pearlfishers was definitely more popular with the public. The answer is The Pearlfishers. b Range The Pearlfishers Orlando 4.0 4.2 4.4 4.6 4.8 5.0 5.2 5.4 5.6 5.8 6.0 Day 2 Diving score The dives on day 1 were more consistent than the dives on day 2; with most of the day 1 dives between 5.4 and 6.0 (inclusive), despite two lower dives. Day 2 was more spread with dives from 4.9 to 6.0 (inclusive); it must be noted that there were no very low scoring dives on the second day. 10 B 11 B 12 C 13 Statistical analysis for boxplots: Vitamin A Vitamin B Vitamin C Multi 5 10 8 12 7 11 9 13 Median Q3 8 11 14.5 15 9.5 12 16 19 Max x 14 19 13 20 A B C Multi-vitamin 6 Min. Max. Range Median Thursday 70 90 20 81 Friday 77 89 12 83 Saturday 81 89 8 86 Sunday 70 94 24 89 Sunday Saturday 850 − 400 = 450 750 − 600 = 150 Day 1 4 Day 900 − 550 = 350 800 − 700 = 100 7 Answer D: 87 is the value of Q3 , which is the 75th percentile, hence 25% of values must be above this. 8 Answer C: The boxplot for Year 8s is to the left of the Year 10s, plus the IQR and range are both greater for Year 8s, hence their results must be lower and more variable. 9 Min x Q1 14 For all four days, the median is the 6th score. For all four days, Q1 is the 3rd score. For all four days, Q3 is the 9th score. IQR Both range and IQR were higher for Orlando, so this opera had larger variability in the number of A-reserve tickets sold. The answer is Orlando. 8 10 12 14 16 Number of jars sold 18 20 Overall, the biggest sales were of multi-vitamins, followed by vitamin B, then vitamin C and finally vitamin A. 35 Friday Thursday 70 75 80 85 90 95 100 Golf scores on 4 days in a tournament 2.5 Exam questions 1 Parallel boxplots must be plotted on the same scale; therefore, they must have the same units. Annual rainfall has the same units (millimetres) as monthly median rainfall. The correct answer is E. 2 a Negatively skewed [1 mark] b The median life expectancy increases as the years increase (in 1953 the median is 51; in 1973 the median is 63; in 1993 the median is 69). There is a positive correlation. [2 marks] 3 Only the upper quartile of jellyfish found at location A have a diameter greater than 14 mm. That is 25%. The correct answer is C. 2.6 Scatterplots 2.6 Exercise 1 Since the data is a reasonable fit to a straight line and goes from bottom left to top right, it can be said that there is a moderate positive linear relationship between ‘weekly shooting practice’ and ‘shooting percentage’. 2 There are points at the top where the average speed tapers off due to reading near maximum speed of the freeway. Despite this, the data is a reasonable fit to a straight line. There is a moderate positive linear relationship between ‘hours after 5 pm’ and ‘average speed’. 3 a Time spent in a supermarket and money spent — relationship exists — positive association b Income and value of car driven — relationship exists — positive association c Number of children living in a house and time spent cleaning the house — relationship exists — positive association d Age and number of hours of competitive sport played per week — relationship exists — negative association e Amount spent on petrol each week and distance travelled by car each week — relationship exists — positive association P df_Fol i o: 35 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.6 20 10 16 14 12 10 8 6 4 2 0 15 10 5 0 0 20 0 19 0 18 17 16 0 0 Height (cm) TV per week (h) As would be expected, there is no relationship between ‘hair length’ and ‘height’. 7 4 8 12 16 20 24 28 32 Time of booking (number of days before the performance) Strong negative association of linear form, no outliers 11 Since random points, there is no relationship (correlation). The correct answer is B. 12 a, b Cost ($) Hair length (cm) f Number of hours spent in front of a computer each week and time spent playing the piano each week — relationship exists — negative association g Amount spent on weekly groceries and time spent gardening each week — no relationship exists so therefore there is no association 4 a relationship exists, negative, weak, linear form b relationship exists, negative, moderate, linear form c relationship exists, positive, moderate, linear form d relationship exists, positive, strong, linear form e no relationship exists, therefore there is no association f due to shape non-linear association 5 From this scatterplot, it would be reasonable to observe that ‘as the value of x increases, the value of y decreases’. The correct answer is B. 6 Row number in A-Reserve 36 30 26 24 22 20 18 16 14 12 10 8 6 4 2 0 20 1 2 3 4 5 6 7 Number of dry cleaning items 10 0 10 20 30 40 50 60 Age (years) 13 a, b Number of drinks sold As the points follow no pattern, there is no relationship between ‘TV watched per week’ and ‘age’. Number of primary schools 8 10 8 6 4 10 0 12 0 14 0 16 0 18 0 20 0 0 190 180 170 160 150 140 130 120 110 100 90 80 0 Population (× 1000) Moderate positive association of linear form, no outliers 14 a There is a strong positive correlation between the number of dry cleaning items and the cost. b There is a strong positive correlation between the maximum daily temperature and the number of drinks sold. 15 There appears to be no correlation between population and area of the various states and territories. 4000 3500 3000 2500 2000 1500 1000 0 5 10 15 20 25 30 Hours of paving Strong positive association of linear form, no outliers Area of land (km2) Cost ($) 9 2 800 000 2 400 000 2 000 000 1 600 000 1 200 000 800 000 400 000 0 P df_Fol i o: 36 15 20 25 30 35 40 Maximum daily temperature (°C) 1 2 3 4 5 6 7 8 Population (millions) Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.7 Finished length of recording (min) 16 a 50 45 40 35 30 25 20 15 10 5 0 2 4 6 8 10 12 14 16 18 20 Hours spent re-engineering in studio b There is a relationship. It is strong, positive and linear. 2.6 Exam questions 1 Points are tightly grouped in a good linear format. Best description is strong association between the points in a linear form with a positive gradient. The correct answer is D. 2 The graph shows that as the number of cigarettes smoked increases, the level of fitness decreases. The correct answer is B. 3 The graph shows that as the number of hours of work increases, the recreation hours decreases. Therefore, there is a moderate, linear, negative relationship between the number of hours worked and the number of hours for recreation. The correct answer is D. 37 d i r ≃ −0.2 ii No linear association 6 a i r=1 ii Perfect positive linear association b i r ≃ 0.8 ii Strong positive linear association c i r≃0 ii No association d i r ≃ −0.7 ii Moderate, negative linear association 7 A set of data relating the variables x and y is found to have an r value of 0.62, and is represented by a scatterplot. The correct answer is B. 8 A set of data relating the variables x and y is found to have an r value of −0.45. This indicates ‘There is a weak linear relationship between x and y and when the x-values increase, the y-values tend to decrease’. The correct answer is E. 9 a r = 0.1: no linear relationship b r = 0.2: no linear relationship c r = 0.95: strong and positive 10 A weak, negative, linear association between two variables would have an r value closest to r = −0.45. The correct answer is D. 11 A value of Pearson product–moment correlation must be between −1 and 1. The correct answer is C. 12 y 2.7 Estimating and interpreting Pearson’s product–moment correlation coefficient 2.7 Exercise 1 a i r = −0.9 ii The relationship can be described as a strong, negative, linear relationship. b i r = 0.7 ii The relationship can be described as a moderate, positive, linear relationship. 2 a The relationship can be described as a strong, positive, linear relationship. b The relationship can be described as a weak, negative, linear relationship. 3 a No association b Moderate positive association c Strong negative association d Strong negative association 4 a Strong positive association b Strong positive association c Weak negative association d No association 5 a i r ≃ −0.8 ii Strong negative linear association b i r ≃ 0.6 ii Moderate positive linear association c i r ≃ 0.2 ii No linear association 0 x 13 If two variables have an r value of 1, then they are said to have a perfect positive linear relationship. Note that the distractor option C does not contain the word linear. The correct answer is E. 14 The correct ascending order of positive values of r: No linear association, Weak, Moderate, Strong. The correct answer is C. 2.7 Exam questions 1 A positive association means that as the explanatory variable (HDI) increases, so too does the response variable (carbon dioxide emissions). The correct answer is D. 2 A scatterplot shows the relationship between two numerical variables. Because gender is nominal rather than numerical, gender cannot be shown on a scatterplot. The correct answer is A. 3 The data is tightly grouped in a very linear formation. This indicates r is positive and would be close to 1. Option A is the most representative of this data set. The correct answer is A. P df_Fol i o: 37 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • EXERCISE 2.8 Points scored 1 a 25 20 15 10 5 19 5 20 20 0 5 21 21 0 5 22 0 0 Height (cm) Birth mass (kg) b The data shows that there is no linear relationship. We might expect r to be a value close to 0.3. c Using CAS, r ≈ 0.36. This indicates that there is a weak, positive, linear relationship between the ‘height of basketball players’ and the ‘number of points scored in a game’. 2 a 3.5 3 2.5 2 1.5 1 0.5 0 30 32 34 36 38 40 Gestation time (weeks) Number of votes b The data shows that there is a strong, positive, linear relationship. We might expect r to have a value close to 0.95. c Using CAS, r ≈ 0.99. This confirms our original thought that there is a very strong, linear relationship between ‘gestation time’ and ‘birth mass’. 3 a 35 30 25 20 15 10 5 28 0 30 0 32 0 34 0 36 0 38 0 40 420 0 44 0 46 0 48 0 50 0 0 Yearly salary (× $1000) b There is moderate, negative, linear association; r is approximately −0.6. c r = −0.66. There is a moderate, negative, linear association between the yearly salary and the number of votes. That is, the larger the yearly salary of the player, the fewer the number of votes we might expect to see. P df_Fol i o: 38 4 Coefficient of determination = r2 = (0.77)2 = 0.59 We can conclude that 59% of the variation in the number of people found to have a blood alcohol reading over 0.05 can be explained by the variation in the number of booze buses in use. Therefore, the number of booze buses in use is a factor in predicting the number of drivers with a reading over 0.05. Yearly profit increase (%) 2.8 Exercise 5 Coefficient of determination = r2 = (0.87)2 = 0.7569 Comment: 75.7% of the variation in visits to the doctor is due to the number of cigarettes smoked per day and 24.3% is due to other factors such as age, health and so on. 6 a 10 9 8 7 6 5 4 3 2 1 0 10 12 14 16 18 20 22 24 26 28 30 Annual advertising budget (× $1000) b There is strong, positive, linear association; r is approximately 0.8. c r = 0.98 d Coefficient of determination = (0.98)2 = 0.96 e 96% of the variation in yearly profit is due to the annual advertising budget and 4% is due to other factors, for example, economic climate. 7 a Weekly grocery costs ($) 2.8 Calculating r and the coefficient of determination r2 225 200 175 150 125 100 75 50 25 0 2 3 4 5 6 Number of people in household b There is strong, positive association of a linear form and r is approximately 0.9. c r = 0.98 d Coefficient of determination = (0.98)2 = 0.96 e 96% of variation in the weekly grocery bill is due to the number of people in the household and 4% is due to other factors, for example, age, health and pets. 8 a Total weight loss (kg) 38 10 9 8 7 6 5 4 3 2 1 0 1 2 3 4 5 6 7 8 9 10 Number of weeks on the diet Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • REVIEW 2.10 b The scatterplot shows strong, positive association of linear form. c It is appropriate to use Pearson’s correlation coefficient since the scatterplot indicates a linear association and there are no outliers. d The estimated value of r is 0.9. e r = 0.96 f We cannot say whether total weight loss is affected by the number of weeks people stayed on the Certain Slim diet. We can only note the degree of correlation of the two variables. g The coefficient of determination, r2 = 0.962 = 0.92 h The coefficient of determination tells us that 92% of the variation in total weight loss can be explained by the variation in the number of weeks on the Certain Slim diet. 2.8 Exam questions 1 Using a CAS calculator and entering the rate of pay for 1990 as the independent variable and the rate of pay for 2010 as the dependent variable gives r = 0.9622, which is closest to 0.96. The correct answer is E. 2 The value of r = −0.563 indicates moderate (negative) correlation between the population density and distance from the centre of the city, while the value of r = 0.357 indicates weak (positive) correlation between the house size and distance from the centre of the city. Therefore, population density is more strongly associated with distance from the centre of the city than is house size. The correct answer is E. 3 We don’t know how fit the students were or whether they played computer games very much. There is a negative correlation, which tells us that greater fitness levels tended to occur with lower time playing computer games and vice versa. The correct answer is D. 2.9 Cause and effect 1 a Annual funds raised (× $1000) 2.9 Exercise 13 12 11 10 9 8 7 6 5 4 0 39 2 There is a strong positive association between the number of books read and the spelling levels for this group of students. 3 Correlation does not imply causation. The correct answer is E. 4 It cannot be stated for sure that the number of hours worked is the major factor in the cost of child care; other factors such as income and means testing could also be major factors. The correct answer is B. 5 Breeding season attracts larger numbers of visitors and more visitors means more drivers on the roads, which leads to more wildlife being killed. The association between the number of penguins born and the number of wildlife killed can be explained by the common response variable, the number of visitors to the island. The correct answer is C. 6 It cannot be concluded that diabetes causes deterioration of the hip joint. The common cause could be age. 7 It cannot be concluded that holidays cause weight gain. The common cause could be any or a combination of the following: amount of exercise, alcohol consumption, diet. 8 Confounding variables could be time away from family, amount of exercise, diet. 2.9 Exam questions 1 Three variables have been listed in this question: the number of stray cats, the number of stray dogs and the population of the city (which grew in size over the time period data was collected). Correlation does not imply causality. Option D is the only logical conclusion. The correct answer is D. 2 There is no causal relationship between the two variables, which makes the correlation value unfounded. There would be other factors affecting the variables. For example, the weather could be one possibility. If the investigation involved data taken during the colder months of the year, a rise in tissue sales would be more than likely as would a rise in hot chocolate sales. The correct answer is C. 3 Association is not causation, making option B the incorrect response. The correct answer is B. 2.10 Review 2.10 Exercise Multiple choice 3 4 5 6 7 8 Number of people on committee b There is almost perfect positive correlation of a linear form and r is nearly 1. c Use a CAS calculator to find r = 0.99. d Causation cannot be established on a strong association alone. 1 A back-to-back stem plot could be used to display the number of children at a day-care centre and whether the centre had federal funding. The correct answer is A. 2 The company with the largest interquartile range is Company A (95 − 32 ≃ 63). The correct answer is A. 3 Company E has the lowest median (41). The correct answer is E. P df_Fol i o: 39 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • REVIEW 2.10 Short answer 13 a Highest − 15 Lowest − 1 Use stems of 1, divided into fifths. Full-time 1 2 2 4 4 3 3 6 5 Stem 0 0 0 0 0 1 1 1 1 1 Volunteer 8 0 1 1 2 3 3 4 5 b Both distributions are symmetric with the same spread. The centre of the volunteers’ distribution is much higher than that of the full-time firefighters’ distribution. Clearly, the volunteers needed more counselling. 14 Statistical analysis for boxplots: Min x Q1 Team A 98 103.5 Team B 95 101 Team C 114 115.5 Median Q3 110.5 125 105 109.5 120.5 126.5 Max x 140 120 145 Team C Team B Team A 90 100 110 120 130 140 150 IQ 15 Attitude Party preference For Against Liberal 30 (45 − 15) 15 (given) Labor 10 (53 − 43) 43 (given) Total 40 58 Total 45 (given) 53 (given) 98 a Party preference Liberal For Attitude 4 From the table, we can conclude that 42.6% of junior staff were for relocation. 23 100 × % = 42.6% 54 1 The correct answer is B. 5 From the table we can conclude that 74.5% of senior staff were against the relocation. 41 100 × % = 74.5% 55 1 The correct answer is E. 6 The relationship between the variables x and y in the scatterplot could be described as a strong negative association, although data appears non-linear. The correct answer is D. 7 A set of data relating the variables x and y is found to have an r value of −0.83. The scatterplot that could best represent this data set is D. The correct answer is D. 8 If Pearson’s correlation coefficient = 0.86 Coefficient of determination = (0.86)2 = 0.7396 ≈ 0.74 The correct answer is E. 9 The line of best fit follows the trend of the data and lies within the data. The correct answer is A. 10 The correlation between two variables x and y is −0.88. As x increases, y decreases. The correct answer is E. 11 When calculating a least-squares regression line, a correlation coefficient of −1 indicates that all the data lie on the same straight line. The correct answer is D. 12 Cities that have large numbers of tourists tend to have low satisfaction levels of local residents. The correct answer is C. Against Total 66.7% 30 100% × ( 45 1 ) 15 100% × ( 45 1 ) = 33.3% 100% Labor 18.9% 10 100% × ( 53 1 ) 43 100% × ( 53 1 ) = 81.1% 100% To construct the segmented bar chart from the table: • Rule out and label the axes (percentage is on the vertical axis). • Draw two columns of equal width (one for Liberal, one for Labor) and equal height — to 100%. • Divide each column into segments, corresponding to the cells in the table. That is, draw a line to the level of 66.7% in the 1st column and to 18.9% in the 2nd column. • Add a legend to the graph. Percentage 40 100 90 80 70 60 50 40 30 20 10 0 Attitude Against For Liberal Labor x Delegates b Comment: Clearly the reaction to uranium mining is affected by political affiliation with 66.1% of Liberals for uranium mining compared to 18.9% of Labor delegates. P df_Fol i o: 40 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • REVIEW 2.10 16 Age b Summary Symphony Jazz i ii Min x Q1 20 40.5 16 21.5 15 16 17 18 19 iii iv v vi vii Median Q3 Max x Mean IQR Age viii Standard deviation Pulse rate 15 17 18 16 19 19 17 15 17 79 74 75 85 82 76 77 72 70 Pulse rate a 85 80 75 70 0 b There appears to be an extremely weak association or no association between the variables. Exam result (%) 17 r is approximately equal to −0.7. There is a moderate, negative, linear association between the variables x and y. 18 a Lectures attended — explanatory Exam result — response b 0 10 90 80 70 60 0 Lectures attended (%) c There is strong, positive correlation of a linear form between the variables, and r is approximately equal to 0.8. d r = 0.96 e The coefficient of determination is 0.93. f The proportion of the variation in the exam results that can be explained by the variation in the number of lectures attended is 93%. 19 a Key∶1 ∣ 6 = 16 9 9 8 6 9 7 4 3 0 9 8 4 3 0 6 5 3 2 0 2 Symphony 1 2 3 4 5 6 0 3 0 5 9 2 5 5 7 8 8 9 9 0 3 4 6 8 8 0 11.20 Min x Q1 12 34 Median Q3 47.5 56.5 Max x Mean IQR 68 44.95 56.5 − 34 = 22.5 Sx Extended response Stem 48 31.5 53.5 41 60 62 45.45 32.35 53.5 − 40.5 = 13 41 − 21.5 = 19.5 15.55 f See figure at bottom of the page* g The distributions for symphony and opera are similar: both are skewed to the left and have approximately the same centre (means: 45.45 and 44.95; medians: 48 and 47.5, respectively), but opera has a much bigger spread. For jazz, the distribution is positively skewed; the centre is much lower than for both symphony and opera, while the spread is in the middle (slightly bigger than for the symphony, but smaller than the opera). Overall, it appears that people who *19 f Opera Jazz Symphony 15 P df_Fol i o: 41 20 25 30 35 40 45 Age 50 55 12.04 c All values (except for maximum) in the five-figure summary are higher for symphony goers than for jazz. The median (48) for symphony is much higher than for jazz (31.5); the mean is also much higher for symphony (45.45 compared to 32.35). So the centre is much higher for symphony goers. The spread is higher for the jazz goers: IQR is 19.5 (as opposed to 13 for symphony) and standard deviation is also slightly higher for jazz. Overall, it appears that people who went to the symphony concert were older than those who went to jazz. The spread of ages was nearly the same, but slightly higher for jazz goers. d Back-to-back stem plots can only be used for numerical data with 2 categories. To compare distributions for 3 different events (i.e. 3 categories) we need to use boxplots. e Opera 100 95 90 85 80 75 70 65 60 55 Jazz 41 60 65 70 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • REVIEW 2.10 42 Percentage attend symphony concerts and opera tend to be approximately the same age and older than those who attend jazz. The most spread out distribution is for the opera, followed by jazz and then by the symphony goers. So the widest range of ages is among the opera goers. 20 a 6 + 52 + 130 = 188 students reported high level of stress. b These are people who reported ‘regularly’ or ‘sometimes’. So the total of the 1st and 2nd columns: 16 + 12 + 6 + 32 + 40 + 52 = 158 c See table at bottom of the page* d To construct the chart: • Rule out and label the axes. • Draw 3 columns of equal width (labelled ‘Regularly’, ‘Sometimes’ and ‘Never’) to the height of 100%. • Segment each column so that height of each segment corresponds to % in the cell of the table. • Add the legend. 100 90 80 70 60 50 40 30 20 10 0 Based on the parallel boxplots, we can clearly see that the median of Pond B is greater than the maximum of Pond A; it indicates that at least 50% of the fish caught in Pond B is greater than all the fish caught in Pond A. The correct answer is B. 2 This question is asking for the gradient connecting the two variables. It is investigating the effect that drinking coffee has on sleep, so sleep is the response variable. b=r ssleep sy 1.12 =r = −0.770 × = −0.55282 sx scoffee 1.56 VCAA Examination Report note: Students needed to recognise that sleep was the response variable and coffee the explanatory variable, and be familiar with the rules connecting a least squares regression line equation to summary statistics. The correct answer is A. 3 a Place of capture [1 mark] b The most frequently occurring value in the forest section of the stem plot is 20, so the modal wingspan is 20 mm. [1 mark] c The minimum wingspan in the forest is 16 mm. [1 mark] The upper quartile (Q3 ) in the grassland is 36 mm. [1 mark] d IQR = Q3 − Q1 = 32 − 20 = 12 The wingspan of 52 mm is at the upper end of the forest values. Students need to show that this value is greater than the upper fence, that is, greater than Q3 + 1.5 × IQR. Q3 + 1.5 × IQR = 32 + 1.5 × 12 = 50 [1 mark] As 52 mm is greater than this upper-fence value of 50 mm, it is an outlier. [1 mark] e Possible solution: The wingspan is associated with the place of capture. [1 mark] Those captured in the grassland had a median wingspan of 30 mm, which is greater than the median wingspan of 21 mm of the moths captured in the forest. [1 mark] 4 A positive association means that as the explanatory variable (HDI) increases, so too does the response variable (carbon dioxide emissions). The correct answer is D. Stress level High Medium Low Regularly Sometimes Never x Amount of exercise e It appears that low level of stress is the highest for students who exercise regularly (47.06%) and smallest for those who do not exercise (16%). With high level of stress it is vice versa: it is largest for those who do not exercise (58.55%), second largest for those who exercise sometimes (41.93%) and lowest for those who exercise regularly (17.65%). Overall it appears that for this group of students’ stress levels are related to the amount of physical activities they had. 2.10 Exam questions 1 As we know, 50% of the difference is between the minimum and the median, 50% of the difference is between Q1 and Q3 , and the other 50% could also be between the median and the maximum. *20 c Sport engagement Level of stress Sometimes Never 16 × 100 = 47.06% 34 32 × 100 = 25.81% 124 36 × 100 = 16.22% 222 High 6 × 100 = 17.65% 34 52 × 100 = 41.93% 124 130 × 100 = 58.55% 222 Total 100% Low Medium P df_Fol i o: 42 Regularly 12 × 100 = 35.29% 34 40 × 100 = 32.26% 124 100% 56 × 100 = 25.23% 222 100% Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 2 Investigating associations between two variables • REVIEW 2.10 5 a Reading off Australia’s column, the black section ends at 19. Therefore 19% of people were aged 0–14 years old in 2010. [1 mark] b Reading off Japan’s column, the grey section starts at 77, so the percentage of people in Japan 65 years and over is 100 − 77 = 23%. 23 × 128 000 000 = 29 440 000 [1 mark] 100 c 15–64 age group: Australia’s population percentage = 86 − 19 = 67% India’s population percentage = 95 − 31 = 64% Japan’s population percentage = 77 − 13 = 64% As the percentage of people aged 15–64 is almost the same for all three countries, there is no association between these percentages and the country in which they live. [1 mark] P df_Fol i o: 43 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 43 44 TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.2 Topic 3 — Investigating and modelling linear associations b b=r 3.2 Least squares line of best fit 3.2 Exercise 1 Using CAS: y = −37.57 + 1.87x Air conditioner sales = −37.57 + 1.87 × (temperature) Coefficient of determination (r2 ) = 0.97 Therefore, a strong linear association exists between temperature and air conditioner sales. 2 Using CAS: y = 2.11 + 2.64x Number of dialysis patients = 2.11 + 2.64 × (month) Coefficient of determination (r2 ) = 0.95 Therefore, a strong linear association exists between y and x. 3 x 4 6 7 9 5 10 12 15 17 y 10 8 13 15 19 14 18 19 23 Using CAS: The least squares line of best fit is y = 4.57 + 1.04x. r2 = 0.91; therefore, a strong linear association exists between y and x. 4 5 x y 1 35 2 28 3 22 4 16 5 19 6 14 7 9 8 7 9 2 Using CAS: The least squares line of best fit is y = −1.691 − 3.72x. x y −4 6 −2 7 −1 3 0 10 1 16 2 9 4 12 5 16 5 11 Using CAS: The least squares line of best fit is y = 9.06 + 1.20x. 6 a The explanatory variable is ‘height of netball player’. sy b b=r× sx 6.1 = 0.82 × 5.2 = 0.96 c a = y − bx = 182 − 0.96 × 166 = 22.64 sy 7 b=r× sx 1.4 = −0.67 × 1.2 = −0.781 67 a = y − bx = 10. 5 − (−0.78 167 × 4.4) = 13.94 ∴ y = 13.94 − 0.78x (rounded to 2 decimal places) sy 8 a b = r with r = 0.7, sy = 5.7 and sx = 1.2 sx b = 3.325 a = y − bx, with y = 110.4, x = 5.6 and b = 3.325 a = 91.78 The equation of the least squares line of best fit is y = 91.78 + 3.33x. 7 21 sy with r = −0.7, sy = 1.2 and sx = 5.7 sx b = −0.1474 a = y − bx with y = 5.6, x = 110.4 and b = −0.1474 a = 21.873 The equation of the least squares line of best fit is y = 21.87 − 0.15x. sy c b = r with r = 0.88, sy = 250 and sx = 4.2 sx b = 52.381 a = y − bx with b = 52.381, y = 10 200 and x = 25 a = 8890.476 The equation of the least squares line of best fit is y = 8890.48 + 52.38x. sy d b = r with r = −0.5, sy = 2 and sx = 1 sx b = −1 a = y − bx with y = 20, b = −1 and x = 10 a = 30 The equation of the least squares line of best fit is y = 30 − x. 9 a The response variable is the subject of the equation in the form y = a + bx (that is, y). Therefore, the response variable is the Mathematics exam mark. sy b b = r , with r = 0.64, sy = 14.5 and sx = 9.8 sx b = 0.9469 c a = y − bx, with y = 64, x = 74 and b = 0.9469 a = −6.07 d y = −6.07 + 0.95 × 85 y = 75% 10 (3) x = 10, sx = 4.472, y = 15, sy = 4.899, r = 0.952 sy b=r sx 4.899 = 0.952 × 4.472 b = 1.043 a = y − bx = 15 − 1.043 × 10 = 4.571 The least squares equation is y = 4.57 + 1.04x. (4) x = 5, sx = 2.739, y = 16.889, sy = 10.446, r = −0.974 sy b=r sx 10.446 = −0.974 × 2.739 b = −3.716 a = y − bx = 16.889 − 3.716 × 5 = −1.691 The least squares equation is y = −1.691 − 3.72x. P df_Fol i o: 44 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.2 (5) x = 1.7, sx = 3.529, y = 11.1, sy = 5.384, r = 0.7853 sy b=r sx 5.384 = 0.785 × 3.529 b = 1.198 a = y − bx = 11.1 − 1.198 × 1.7 = 9.063 The least squares equation is y = 9.06 + 1.20x. In each case, the least squares lines are the same as calculated in questions 3, 4 and 5. 11 x y 1 20 2 18 3 16 4 14 5 12 6 10 7 8 8 6 9 4 Cost ($) c 50 10 0 1500 0 20 0 2500 0 30 0 3500 0 40 0 4500 0 50 0 0 55 0 0 60 0 0 65 0 0 70 0 0 75 0 00 The line does not fit closely for all data points. The equation is not reliable due to the outlier, which was the two-hour (7200 sec) call. This is supported by an r-value of 0.8564. If the last two long calls are eliminated, then there is a direct relationship. 10 2 16 3 14 4 12 5 10 6 8 7 6 8 4 9 2 10 Cost ($) 18 2 c The least squares line of best fit is y = 11 − 0.5x. The two lines are the inverses of each other. Using CAS: 12 The x-intercept is 2, so the best estimate of the line is 1 y = −1 + x. The answer is E. 2 13 See the table at the foot of the page.* 50 10 0 1500 0 20 0 2500 0 30 0 3500 0 40 0 4500 0 50 0 0 55 0 0 60 0 0 65 0 0 70 0 0 75 0 00 d r = 0.73; therefore, the linear association between cell duration and cost of cell is only moderate. sy 15 b = r sx 5 = 0.9 × 3 = 1.5 The correct answer is D. 16 x 1 2 3 4 5 6 Duration (s) The least squares line of best fit is y = −164.7 + 0.119x. 80 75 70 Age y = −164.7 + 0.119x 65 60 y 55 12 16 17 21 25 29 Using CAS: 50 0 1800 1840 1880 1920 Year 1960 2000 2020 c The data definitely are not linear; there are big increases between 1900 and 1940 and between 1960 and 2020. 14 a Cost of call is the response variable. Duration is explanatory. b Using CAS: y = 4.27 + 0.002 57x Cost of call ($) = $4.27 + $0.002 57 × duration of call (sec) P df_Fol i o: 45 y = 4.27 + 0.003x 2 85 *13 18 16 14 12 10 8 6 4 2 0 a Using CAS: b y = 4.27 + 0.003x Duration (s) a The least squares line of best fit is y = 22 − 2x. b The least squares line of best fit is a perfect fit, r2 = 1. 20 1 18 16 14 12 10 8 6 4 2 0 Using CAS: x y 45 Year Lifespan (years) 1780 51.2 1800 52.4 1820 51.7 1840 53.2 1860 53.1 a The least squares line of best fit for the first two points is y = 8 + 4x, which is a perfect fit, but meaningless. b The least squares line of best fit for the first three points is y = 10 + 2.5x, a good fit, but almost meaningless. c Including point 4: The least squares line of best fit for the first four points is y = 9.5 + 2.8x, a good fit. Including point 5: The least squares line of best fit for the first five points is y = 8.9 + 3.1x, a good fit. 1880 54.7 1900 59.9 1920 62.7 1940 63.2 1960 66.8 1980 72.7 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 2000 79.2 TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.3 46 a a = 157.3, b = 14, y = 157.3 + 14x or red blood cell count = 157.3 + 4x day of experiment b The red blood cell count is changing at a rate of 14 cells per day. c The red cell blood count at day 0 ≃ 157. Including point 6: The least squares line of best fit for the first six points is y = 8.4 + 3.3x, a good fit. d From point 4 onwards, the line appears to be converging to the correct line. Using CAS: 4 3.2 Exam questions 1 This is the definition of how a least squares line is calculated. The correct answer is E. 2 42.9842 will become 43.0 (Normal rounding still applies, and the 0 after the decimal place is significant.). –0.877447 will become –0.877 (The 0 before the decimal place is a place holder. Significant figures start from the first non-zero number.). The correct answer is E. 3 Note that the scales do not start at 0, so the vertical axis intercept is not 67.2. Choose any two points along the line, say (1, 67.2) and (4, 64). y2 − y1 64 − 67.2 −3.3 Gradient: m = = = = 1.10 x2 − x1 4−1 3 Equation: resting pulse rate = a + b × time spent exercising resting pulse rate = a − 1.10 × time spent exercising Passes through (4, 64): 64 = a − 1.1 × 4 68.4 = a So the closest equation is resting pulse rate = 68.3 − 1.10 × time spent exercising The correct answer is D. *5 P df_Fol i o: 46 Sales volume (×1000) Selling price ($) 230 260 260 8 5 7 6 311 220 413 280 379 334 5 See the table at the foot of the page.* Using CAS: The least squares line of best fit is: sales volume = 464 − 1.72x (selling price) Interpretation: For every $1 increase in the selling price, sales volume decreases by 1720. If the selling price was $0, the sales volume would be 464 000. This is a case where extrapolation of the line makes no sense. 6 a Using CAS: y = 56.03 + 9.35x Height (cm) = 56.03 + 9.35 × (age) When age is 10 years∶ height (cm) = 56.03 + 9.35 × (age) = 56.03 + 9.35 × (10) = 149.53 cm b From part a: height (cm) = 56.03 + 9.35 × (age) When age is 16 years∶ height (cm) = 56.03 + 9.35 × (age) = 56.03 + 9.35 × (16) = 205.63 cm c Since we are extrapolating the result (predicting outside the data set) we cannot claim that the prediction is reliable. 7 a Using CAS: y = 40.10 + 6.54x Length (cm) = 40.10 + 6.54 × (months) When age is 15 months ∶ length (cm) = 40.10 + 6.54 × (months) = 40.10 + 6.54 × (15) = 138.20 cm b From part a: length (cm) = 40.10 + 6.54 × (months) When age is 2 years (24 months) ∶ 1 a Using CAS: y = 12.13 + 3.49x Monkey height (cm) = 12.13 + 3.49 × (month from birth) b The rate at which the monkey is growing is related to the gradient; therefore, 3.49 cm/month. c At birth (y-intercept) when the month from birth = 0, height at birth = 12.13 cm. 2 a Using CAS: y = 13.56 + 2.83x Temperature (°C) = 13.56 + 2.83 × (time after 6 am.) b The rate (gradient) is 2.83°C/hr. c Temperature at 6 am (y -intercept) is 13.56°C. 3 Day of 5 6 8 7 9 4 experiment 240 4 a The rate of increase of visitors as the number of live animals is increased is ≃ 49. b The predicted number of visitors if there are no live animals is ≃ 32. 3.3 Exercise 210 6 Using CAS: 3.3 Interpretation, interpolation and extrapolation Red blood cell count Number of animals Number of visitors length (cm) = 40.10 + 6.54 × (months) = 40.10 + 6.54 × (24) = 197.06 cm c Since we are extrapolating the result (predicting outside the data set), we cannot claim that the prediction is reliable. 290 60 80 100 120 140 160 200 220 240 260 400 300 275 250 210 190 150 100 50 0 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.3 c When n = 10 000, C = $78 200 d The fixed costs in production is $600. e Interpolation is used for a and b as 180 and 200 are in [100, 1000]. 8 See the table at the foot of the page.* Using CAS: a If the weekly income is $680, number of restaurant visits = 1.2 + 0.0085 × 680 ≃ 7 visits b If the weekly income is $2000, numberofrestaurantvisits = 1.2 + 0.0085 × 2000 ≃ 18 visits 9 x 0 1 2 4 5 6 8 10 y 2 3 7 12 17 21 27 35 12 See the table at the foot of the page.* Using the data supplied, a calculator and the least squares line of best fit: Test result (%) = −4.7262 + 0.73 96IQ The completed table is shown at the foot of the page.** 13 s = 37 000 + 1800n a When n = 10, salary = $55 000 b When n = 12, salary = $58 600 c When n = 15, salary = $64 000 d Solve 60 800 = 37 000 + 1800n. So number of years schooling is 13 years. e Number of years of schooling is a good indicator of salary, although secondary to tertiary would be a better indicator. a The least squares equation is y = 0.286 + 3.381x. b When x = 3, y = 10.4 (interpolation). c When x = 12, y = 40.9 (extrapolation). d When y = 7, 7 = 0.286 + 3.381x x = 1.99 (interpolation) Using CAS: 14 a Using CAS: r = 11.73 + 5.35q b When q = 4, r = 11.73 + 5.35q = 11.73 + 5.35 (4) = 33.13 e When y = 25, 25 = 0.286 + 3.381x x = 7.31 (interpolation) f Part c is extrapolation. c When q = 18, r = 11.73 + 5.35q = 11.73 + 5.35 (18) = 108.03 d When r = 100∶ r = 11.73 + 5.35q 100 = 11.73 + 5.35q 100 − 11.73 = 5.35q 5.35q = 88.27 88.27 q= 5.35 = 16.50 e Both c and d are extrapolation, since they are both outside the data range. 15 a C = 180 + 80n, when n = 3 C = 180 + 80 (3) = $420 10 See the table at the foot of the page.* a Using CAS: The least squares line of best fit for Factory 1 is: cost = 43.21 + 1.51 × distance The least squares line of best fit for Factory 2 is: cost = 56.61 + 0.964 × distance b Factory 1 is cheaper at $43.21 (compared to Factory 2 at $56.61). c When distance (x = 115 km), Factory 1 cost is $216.86 and Factory 2 cost is $167.47, so Factory 2 is cheaper by $49.39. d Factory 2 has the most linear rates as r2 = 0.9763 compared to Factory 1 with r2 = 0.9332. 11 C = 600 + 7.76n for [100, 1000] a When n = 200, C = $2152. b When C = 2000, 2000 = 600 + 7.76n So n = 180 calculators *8 *10 *12 **12 P df_Fol i o: 47 47 Weekly income ($) 100 200 300 400 500 600 700 800 900 1000 Number of restaurant visits per year 5.8 2.6 1.4 1.2 6 4.8 11.6 4.4 12.2 9 Distance from Melbourne (km) 10 20 30 40 50 60 70 80 Factory 1 cost ($) 70 70 90 100 110 120 150 180 Factory 2 cost ($) 70 75 80 100 100 115 125 135 115 IQ 80 92 102 Test result % 56 60 68 65 IQ 80 87 92 102 Test result % 56 60 68 65 107 111 74 71 73 105 106 107 111 115 121 73 74 71 73 80 92 105 121 92 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.4 b C = 180 + 80n, when C = 1250 1250 = 180 + 80n 80n = 1250 − 180 80n = 1070 1070 n= 80 n = 13.38 hours c C = 180 + 80n, when n = 9 hours and 30 minutes (n = 9.5) C = 180 + 80 (9.5) = $940 d C = 180 + 80n, when n = 0 C = 180 + 80 (0) = $180 Therefore, the callout fee is $180. e Since the function is only for an 8-hour day, b and c are extrapolation. 16 a Using CAS: y = 42 956 + 14 795 × (millions spent on advertising) Members = 42 956 + 14 795 × (millions spent on advertising) 2 a The male life expectancy increases by 0.88 years with each year of increase in the female life expectancy. [1 mark] b Male = 6.3 + 88.0 × 35 = 34 4. years [1 mark] c About 95% of the variability in the male life expectancy is explained by the variability of the female life expectancy using the linear least squares model. [1 mark] 3 (width)2 = 1.8 + 0.8 × 120 = 1.8 + 96 = 97.8 width =√97.8 = 9.9 The correct answer is B. 3.4 Residual analysis 3.4 Exercise b Members = 42 956 + 14 795 × (2) = 72 546 As this is within the data range, it is interpolation. c When members = 70 000∶ 70 000 = 42 956 + 14 795 × (millions spent on advertising) 70 000 − 42 956 = 14 795 × (millions spent on advertising) 14 795 × (millions spent on advertising) = 27 004 27 004 millions spent on advertising = 14 795 millions spent on advertising = 1.83 million dollars d r2 = 0.90 Therefore, this data shows a strong linear relationship between the amount of money spent on advertising and the number of members. 1 a. Using CAS: y = −0.03 + 10.85x See the table at the foot of the page.* b Residual plot Residual 48 8 6 4 2 0 –2 –4 –6 –8 2 4 6 8 10 x c Since the points are randomly scattered above and below the x-axis, the original data probably has a linear relationship. r2 = 0.98, which is consistent with a linear relationship. 2 a Using CAS: y = 0.69 + 9.82x See the table at the foot of the page.* 3.3 Exam questions 1 The gradient is 0.422, which means that as the HDI increases by 10 units, life expectancy increases by 4.22 years, NOT43.0 years as suggested by option C. The correct answer is C. *1a *2a P df_Fol i o: 48 x y 1 12 2 20 3 35 4 40 5 50 6 67 7 83 8 88 9 93 ypredicted Residual (y − ypredicted ) 10.82 21.67 43.37 −4.22 65.07 75.92 86.77 97.62 2.48 −3.37 54.22 1.18 −1.67 32.52 1.93 7.08 1.23 −4.62 x y 5 45 7 61 10 89 12 122 15 161 18 177 25 243 30 333 40 366 ypredicted 49.79 69.43 98.89 118.53 147.99 177.45 246.19 295.29 393.49 3.47 13.01 Residual (y − ypredicted ) −4.79 −8.43 −9.39 −0.45 −3.19 37.71 −27.49 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.4 b 4 The following data set (ii) appears to be linear; therefore, the answer is D. Residual Residual plot 40 30 20 10 0 –10 –20 –30 –40 15 20 25 30 35 40 45 y 90 80 70 60 50 40 30 20 10 x c r2 = 0.98, consistent with a linear relationship 3 a ypred y x Residual −4.1 5.1 1 1 9.7 2.24 7.46 2 9.82 3 2.88 12.7 13.7 12.18 1.52 4 −0.14 14.4 5 14.54 16.9 −2.4 6 14.5 0 Residual –1 –2 –3 –4 –5 x a Using the least squares line of best fit, the defective rate % = 16.34 − 1.19 × day, substitute day number into equation. See the table at the foot of the page.* b See the table at the foot of the page.* c Residual 3 2 1 4 3 2 1 1 2 3 4 5 6 10 20 30 40 50 60 70 80 5 See the table at the foot of the page.* b = −1.19, a = 16.34, r = −0.87 Using CAS: Since the points are randomly scattered above and below the x-axis, the original data probably has a linear relationship. r2 = 0.98, which is consistent with a linear relationship. b Residual graph for data in question 5. 0 0 –1 –2 –3 –4 –5 12 2 x No apparent pattern in the residuals — likely to be linear d After 1 day, the rate = 16.34 − 1.19 × 1 = 15.15 e 0 = 16.34 − 1.19 × day 1.19 × day = 16.34 16.34 day = 1.19 = 13.7 days Unlikely that extrapolation that far from data points is accurate. It is unlikely that there would be 0% defectives. x From the residual plot, as a pattern exists, the data is clearly non-linear. 6 See the table at the foot of the page.* *5 Defective rate % Day 2 4 5 7 8 9 10 11 15 10 12 4 9 7 3 4 *5 a ypred 13.96 11.58 10.39 8.01 6.82 5.63 4.44 3.25 *5 b Residual = y−ypred 1.04 1.61 −4.01 2.18 1.37 −1.44 0.75 *6 Day Mon (1) −1.58 Bookings in hotel 49 158 Tue (2) Wed (3) Thurs (4) Fri (5) Sat (6) Sun (7) 124 74 56 31 35 22 P df_Fol i o: 49 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 50 TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.4 c Coefficient of determination r2 = 0.9177. Therefore, 91.8% of the variation in y can be explained by the variation in x. d x Residual a Using CAS: Using the least squares line of best fit: bookings in hotel = 161.3 − 2.25 × day, substitute day number into equation. See the table at the foot of the page.* b See the table at the foot of the page.* c 0 1 2 3 4 5 6 7 8 9 10 Residual 25 20 15 10 5 –5 –10 –15 –20 –25 0 M T W T F S S x e Residual Slight pattern in the residual plot, so data may not be linear. d As this is the first week of drought (an atypical event), a decline in occupancy would be expected. 7 Looking at the placement of the data above and below the regression line, and comparing this to the residual plot, the answer is C. 8 a Non-linear as it goes from negative values to positive and back to negative values. b Linear as there is no pattern and as the values change sign randomly. c Non-linear as it goes from positive values to negative and back to positive values. 9 a y Residual 1 2 3 4 5 6 7 8 9 10 –15 –30 –45 0 1 2 3 4 5 6 7 8 9 10 x D 20 15 10 5 –5 –10 –15 –20 0 2 4 6 8 10 12 14 16 18 k x Since the data randomly jumps from above to below the k-axis, the data probably has a linear relationship. b Coefficient of correlation r = 0.958, which indicates a strong positive relationship. Using CAS: P df_Fol i o: 50 60 45 30 15 The points of the data show a curved pattern, indicating that the data is non-linear. 10 a Using CAS: D = 13.72 + 7.22k See the table at the bottom of the page.* b Residual plot 400 360 320 280 240 200 160 120 80 40 0 58.7 23.8 −3.1 −23.1 −34.0 −37.9 −35.8 −27.8 −5.7 16.4 68.5 *6 a ypred 138.8 116.3 93.8 71.3 48.8 26.3 3.8 *6 b Residual = y−ypred 19.2 7.7 −19.8 −15.3 −17.8 8.7 18.2 *10a k D Dpredicted 7.7 66.9 69.31 8.1 82.5 72.20 9.7 88.7 83.75 10.3 91.6 88.09 10.30 4.95 3.51 Residual (D − Dpredicted ) 1.6 22.5 25.27 −2.77 2.5 37.8 31.77 6.03 5.9 41.5 56.32 −14.82 −2.41 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 15.4 120.4 124.91 −4.51 TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.5 c Coefficient of determination: r2 = 0.94 This also tends to suggest that there is a linear association between D and k. b See table at the bottom of the page.* y = 11.14 + 2.07x2 with r = 0.999 76 This transformation improved the correlation coefficient from 0.97 to 0.09976; thus the transformed equation is a better fit of the data. 2 a y 3.4 Exam questions 1 Residual = actual − predicted = 63 − 64 = −1 The residual is −1.0 beats per minute. The correct answer is B. 2 LE = 43.0 + 0.422 × 92.9 = 82.2038 Residual = actual − predicted = 81.8 − 82.2 = −0.4 The correct answer is B. 3 a Morning median 52%, Evening median 56% [2 marks] b Evening congestion level [1 mark] c Evening congestion level = 8.48 + 0.922 × 60 = 63.8, i.e. 63.8% [1 mark] d Residual = 50 – (8.48 + 0.922 × 47) = −1.8, i.e. −1.8% [2 marks] e 0.922 = 0.85 = 85% [1 mark] 600 500 400 300 200 100 0 3 L1 2 3 4 5 7 9 _________ L3 (1) = 4 x 2 Apply an x transformation to stretch the x-axis. *1 b x2 1 4 9 16 25 36 49 64 81 y 12 19 29 47 63 85 114 144 178 *2 b x2 y 9 5 25 12 81 38 144 75 256 132 441 209 576 291 1089 578 *4 Time (sec) 1 2 3 4 5 6 7 8 1.95 1.85 1.74 1.65 1.59 1.54 1.51 1.48 *5 P df_Fol i o: 51 L2 96 95 92 90 14 −100 _________ log10 (speed) (m s ) x log10 (y) −1 5 3 10 2.70 15 2.35 20 2.17 L3 4 9 16 25 49 81 _________ Original data L3 has been transformed using x2 . The least squares line of best fit is y = 128.15 − 2.62x2 . The r2 value has increased from 0.8346 to 0.9425, so the data has become more linear. 4 See the table at the bottom of the page.* log10 (speed) = 1.97 − 0.07 × time with r = −0.97 Therefore, the correlation coefficient improved after applying a logarithmic transformation. 5 See the table at the bottom of the page.* log10 (y) = 3.01 − 0.04x with r = −0.96 Therefore, the correlation coefficient significantly improved after applying a logarithmic transformation. y 200 180 160 140 120 100 80 60 40 20 1 2 3 4 5 6 7 8 9 x Apply an x transformation to stretch the x-axis. b See the table at the bottom of the page.* y = −4.86 + 0.53x2 with r = 0.9990 This transformation improved the correlation coefficient from 0.96 to 0.9990, thus the transformed equation is a better fit of the data. 3.5 Exercise 0 5 10 15 20 25 30 35 2 3.5 Transforming to linearity 1 a 51 25 2.00 30 1.85 35 1.77 40 1.75 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 52 TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.5 6 Age group (years) Average height (cm) 9 10 11 12 13 14 15 16 17 18 128 144 148 154 158 161 165 164 166 167 7 a The least squares line of best fit for the transformed data is y = 24.21 + 117.2 log10 (x). i When x = 7, y = 24.21 + 117.2 log10 (7) = 123.3 cm ii When x = 10.5, y = 24.21 + 117.2 log10 (10.5) = 143.9 cm iii When x = 20, y = 24.21 + 117.2 log10 (20.5) = 176.7 cm b As the data ranges from 9 to 18, answer (2) is interpolated. 8 Normal growth is linear only within a given range; eventually students stop growing. The logarithmic transformation is a big improvement over the original regression. 9 a See the table at the bottom of the page.* 1 y = 3.85 + 29.87xT , where xT = or x 29.87 temperature = 3.85 + time after 6 p.m. b 10.30 pm is 4.5 hours after 6 pm. 29.87 Temperature = 3.85 + time after 6 pm. 29.87 = 3.85 + 4.5 = 10.49 °C 10 a See the table at the bottom of the page.* 1 y = −13.51 + 273.78xT , where xT = or x 273.78 y = −13.51 + x 273.78 b When x = 12. y = −13.51 + x 273.78 = −13.51 + 12 = 9.31 273.78 c Wheny = 20, y = −13.51 + x 273.78 20 = −13.51 + x 273.78 20 + 13.51 = x 273.78 33.51 = x 33.51x = 273.78 273.78 x= 33.51 x = 8.17 11 See the table at the bottom of the page.* Average height (cm) a Using a calculator: y = 104.69 + 3.76x r2 = 0.84r = 0.917 180 170 160 150 140 130 120 0 b 9 10 11 12 13 14 15 16 17 18 Age group (years) log (age group) Average height (cm) 0.954 1 1.041 1.079 1.114 1.146 1.176 1.204 1.230 1.255 128 144 148 154 158 161 165 164 166 167 y = a + bx b = 117.2 a = 24.21 r2 = .901 r = .949 c As the r2 value has increased from 0.841 to 0.901, the data has become more linear. *9 a 1 Time after 6 pm Temperature (°C) P df_Fol i o: 52 1 1 2 1 3 1 4 1 5 1 6 1 7 1 8 32 22 16 11 9 8 7 7 1 10 9 1 13 5 1 15 2 1 18 1 *10 a 1 x y *11 Distance from light source (metres) 1 2 3 4 5 10 Intensity (candlepower) 90 60 28 22 20 12 1 2 120 1 5 50 1 7 33 1 9 15 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • EXERCISE 3.5 16 a x = 2.5 1 = −12.5 + 0.2x y 1 = −12.5 + 0.2 × 2.5 = −12 y 1 y= = −0.08333 ≈ −0.08 −12 a Original data y b x = −2.5 1 = −12.5 + 0.2x y 1 = −12.5 + 0.2 × −2.5 = −13 y 1 y= = −0.07692 ≈ −0.08 −13 17 a x 0 Using CAS, the regression equation is: y = 68.557 − 7.174x r2 = 0.576 r = −0.759 Use a reciprocal transformation: Seeds y x 0 Using CAS: The transformed regression equation is 90.687 . y = 2.572 + x 90.867 b When x = 20, y = 2.572 + = 7.1 candlepower. 20 12 a Compress the y- or x-values using logarithms or reciprocals. b Stretch the y-values using y2 or compress the x-values using logarithms or reciprocals. c Compress the y- or x-values using logarithms or reciprocals. 13 a x = 2.5 y = −12.5 + 0.2x2 y = −12.5 + 0.2 × 2.52 = −11.25 x = −2.5 log10 (y) = 0.03 + 0.2x log10 (y) = 0.03 + 0.2 × −2.5 = −0.47 y = 10−0.47 = 0.33884 ≈ 0.34 *17 d P df_Fol i o: 53 Circle Seeds Residuals 1 3 40.33 2 5 20.59 y = –59.07 + 21.74x 1 2 3 4 5 6 7 8 9 10 Circle b r =√0.761 r = 0.872 The relationship is strong and positive. c Circle = 11 seeds = 21.74 circle − 59.07 Seeds = 180.07 Therefore, the number of seeds will be approximately 180. d See the table at the bottom of the page.* e 75 60 45 30 15 Residual 14 a x = 2.5 y = −25 + 1.12 log10 (x) y = −25 + 1.12 log10 (2.5) = −24.55 b x = −2.5: cannot do this as you cannot take the log of a negative number. 15 a x = 2.5 log10 (y) = 0.03 + 0.2x log10 (y) = 0.03 + 0.2 × 2.5 = 0.53 y = 100.53 = 3.3884 ≅ 3.39 240 220 200 180 160 140 120 100 80 60 40 20 0 b x = −2.5 y = −12.5 + 0.2x2 y = −12.5 + 0.2 × (−2.5)2 = −11.25 b 53 –15 –30 –45 0 1 2 3 5 6 7 8 9 10 Circle f i Stretch using x2 . ii Compress using log10 (y) or 1 . y 18 Apply the log10 y transformation to the data used in question 17. a Fit a least squares line of best fit to the transformed data and plot it with the data. Using CAS, regression line: log (y) = 0.2721 + 0.2097x 3 8 1.85 4 13 −14.89 5 21 −28.63 6 34 −37.37 7 55 −38.12 8 89 −25.58 9 144 7.41 10 233 74.67 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • REVIEW 3.6 Log seeds 54 2.4 2.1 1.8 1.5 1.2 0.9 0.6 3.6 Review 3.6 Exercise Multiple choice 0 1 Using CAS, regression line y = −381.97 + 14.417x The correct answer is C. sy 2 b= sx 7.4 = 0.9 × 5.8 = 1.15 1 2 3 4 5 6 7 8 9 10 Circle b The correlation coefficient r = 0.9999, this is an almost perfect relation and is better than the use of a linear relationship. c The least squares line of best fit for the transformation: log10 (y) = 0.2721 + 0.2097x d The coefficient of determination = 0.9999 ∴ we can say that 99.99% (100.0%) of variation in number of seeds is due to number of circles. This is a perfect relation, often found in nature (see the Golden Ratio). e log10 (y) = 11 log10 (number of seeds) = 2.578 number of seeds = 102.578 = 378 f This is a much better prediction as it follows a steep upward trend. a = y − bx = 172.5 − 1.15 × 154.4 = −5.06 The correct answer is B. 3 Points on line (5, 25) and (4, 20) y2 − y1 25 − 20 = =5 m= x2 − x1 5−4 y − 25 = 5 (x − 5) y = 5x The correct answer is D. 4 Actual value 33 Predicted values 30 Residual 33 − 30 = 3 The correct answer is E. 5 The residual graph is identical to the original graph apart from a different scale and the least squares line of best fit becomes the horizontal line at 0. The correct answer is C. 6 y = 0.4 × 2.52 + 12.1 = 14.6 The correct answer is C. 3.5 Exam questions log10 N = 1.160 + 0.03617 × 3 log10 N = 1.126851 N = 101.126851 N = 18.557 = 19 The correct answer is C. 2 Enter the x-data values into List1 and the y-data values into List2 of a CAS calculator. Then let List3 = List12 . Then draw a scatterplot with List3 on the x-axis and List2 on the y-axis. Fit a least squares line of best fit and its equation will be: y = 7.1 + 2.9x2 The correct answer is A. 3 Substitute x = 1.1 into the equation. log10 (y) = 3.1 − 2.3 (1.1) log10 (y) = 0.57 y ≈ 3.7 The correct answer is E. 1 *8 a x y *8 b x ypred *8 c x 1 23 2 21 3 20.6 5 18.1 1 Residual 4 20 −0.1 8 14 7 15.6 2 −0.85 4 0.65 Short answer 7 a −0.45 b 16.75 8 a See the table at the bottom of the page.* Using CAS, the least squares line of best fit is y = 24.35 − 1.25x and the correlation coefficient is r = −0.96. b See the table at the bottom of the page.* c Use table of residuals in CAS: See the table at the bottom of the page.* 9 16 10 9 11 12 9 13.1 11 10.6 13 8.1 8 −0.35 9 2.9 15 5 15 5.6 10 −2.85 17 3.2 11 1.4 20 −0.65 15 −0.6 P df_Fol i o: 54 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 3 Investigating and modelling linear associations • REVIEW 3.6 g Square of residual error is reduced, correlation (0.98) is closer to 1, graph looks more linear. h Prediction of 18.49 against 22.87 using untransformed data. Given the nature of the data, likely to be more accurate. 12 a Gradient = 8.6. It shows that on average, the test mark increases by 8.6% with every extra hour spent on studying for the test. The y-intercept is 21.6. It indicates the student who did not study for the test can expect to get 21.6%. b Number of hours spent studying = 6 Test mark (%) = 21.6 + 8.6 × 6 = 73.2 = 73% Therefore, the equation predicts that Nathan will get 73% on the test. This prediction is an example of interpolation, as 6 hours is within the original set of data. c Number of hours spent studying = 6 Test mark (%) = 21.6 + 8.6 × 9 = 99 Therefore, the equation predicts that Rachel will get 99% on the test. This prediction is an example of extrapolation, as 9 hours is outside the original set of data. Therefore, it is probably not very reliable. Extended response Speed (wpm) 9 a Common sense suggests that the speed of typing would depend on number of hours spent practising and not the other way around. So time is the explanatory variable and speed is the response variable. b 65 60 55 50 45 40 35 30 0 20 25 30 35 40 45 50 Time (h) c The scatterplot suggests a strong, positive, linear relationship between the time spent practising and the speed of typing. 10 a Likely to be a y versus x2 relationship b A poor predictor for most values of x c 128. Predictions outside the data set are not as reliable as predictions within the data set. As the salesperson gains experience, the sales per day will no longer increase at the same rate. d See the table at the bottom of the page.* e y = −13.86 + 1.96xT , where xT = x2 f 182. The regression line is a better fit for the transformed data and hence is likely to be a better predictor of the sales figures. 11 a y = 4.27 + 1.55x b 22.87 c Simplicity of eye fitting versus accuracy in this case is quite good. Little difference in the sum of squared errors. Least squares regression gives quite a different answer from the other 2 methods, with consequent change in errors. (The 3-median method is subject to errors due to outliers and computational errors.) d Not very linear, logarithmic transformation suggested. e Log (month) Production (tonnes) 55 3.6 Exam questions 1 a i Median age is 24 years. [1 mark] body density = 1.065 [1 mark] ii ∑ 12 b i Body density is being predicted from weight; therefore, weight is the explanatory variable. [1 mark] ii Using your CAS calculator, perform a least squares line of best fit analysis. 10 0 0.301 0.477 0.602 0.699 0.778 0.845 0.903 0.954 3 8 10.8 12 11.6 14 15.5 15 18.1 Slope = −0.001 12 correct to 3 significant figures. [1 mark] c This question is referring to the coefficient of determination(r2 ), which is found on the least squares line of best fit screen on CAS. r2 = 0.28995... Therefore, 29% of the variation in body density may be explained by the variation in weight. [1 mark] f y = 3.30 + 14.08xT , where xT = log10 (x) *10 d P df_Fol i o: 55 Day 1 4 9 16 25 36 49 64 Units sold 1 2 4 9 20 44 84 124 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 56 TOPIC 3 Investigating and modelling linear associations • REVIEW 3.6 2 a The line needs to go through approximately (60, 1.104) and (130, 0.998). [1 mark] See the graph at the bottom of the page.* b body density = 1.195 − 0.001512 × 65 = 1.09672 = 1.10 kg/litre. [1 mark] c A waist measurement of 65 cm is outside of the original data set, therefore the prediction in part b is extrapolated. [1 mark] d For every 1 cm increase in waist measurement, body density will decrease by 0.001512 kg/litre. [1 mark] e predicted body density = 1.195 − 0.001512 × 122 = 1.010536 residual = actual − predicted = 0.995 − 1.010536 = −0.015536 = −0.02 [1 mark] f If r2 = 0.6783 and the data is decreasing (i.e. a negative [1 mark] gradient), then r = −√06783 = −0.824. g Yes, because there is no pattern to the residual plot. The residuals are randomly scattered above and below the horizontal axis. [1 mark] 3 a Difference in the mean heights = 167.1 − 156.7 = 10.4 cm. [1 mark] b The association is strong and negative. [1 mark] 157 − 168 c slope = ≈ −0.169 85 − 20 intercept = 168 − (−0.169 × 20) = 171.38 = 171 Therefore, the equation will be mean height = 171 − 0.169 × mean age. [1 mark] d The most appropriate transformation of the explanatory variable would be x2 . Use a CAS calculator to perform the transformation and the association linear regression. mean height = 167.9 − 0.001621 × (mean age)2 [2 marks] 4 a Relative humidity at 9 am [1 mark] b Perform a least squares calculation on your CAS calculator: humidity 3 pm = −1.26 + 0.765 × humidity 9 am [1 mark] c From CAS: r = 0.871 [1 mark] 5 a On average, for each 1 hPa increase in pressure at 9 am, the pressure at 3 pm increases by 0.8894 hPa. [1 mark] b Pressure 3 pm = 111.4 + 0.8894 × 1025 = 1023.035 = 1023 hPa [1 mark] c Interpolation The value 1025 hPa is within the data range for pressure at 9 am. [1 mark] d When pressure 9 am = 1013 hPa, Predicted pressure 3 pm = 111.4 + 0.8894 × 1013 = 1012.3622 hPa According to the graph, actual pressure at 3 pm is 1015 hPa. Residual = actual – predicted = 1015 – 1012 = 3 hPa. [1 mark] sy sx e i b = r or rearrange to be r = b sx sy 4.5477 r = 0.8894 × = 0.96569678 = 0.966 [1 mark] 4.1884 2 2 ii r = 0.966 = 0.933156 [1 mark] 93.3% of the variation in pressure at 3 pm may be explained by the variation in pressure at 9 am. f i That the data follows a linear relationship between the two variables. [1 mark] ii There is a curved pattern in the residual plot. It is not random enough. A transformation may be required. [1 mark] y *2a 1.15 Body density (kg/litre) 1.10 1.05 1.00 0.95 P df_Fol i o: 56 60 70 80 90 100 110 120 130 x Waist measurement (cm) Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.2 57 Topic 4 — Investigating and modelling time series data Number moved 4.2 Time series plots and trends 4.2 Exercise Sales ($) 1 a The time series plot displays seasonality only. b The time series plot displays seasonality with an upward trend. c The time-series plots displays irregular fluctuations with no obvious trend. 2 Any time-series plot may have irregular fluctuations while still showing an upward or downward trend. The correct answer is C. 3 1500 1450 1400 1350 1300 0 t 1 2 3 4 5 6 7 8 Year Sales ($) The sales can be classified as having an upward trend with a possible outlier at the second data point. a Amount of rainfall per month Seasonal b Number of soldiers in US army, measured annually Irregular c Upwards trend e 0 t 1 2 3 4 5 6 7 8 Year The linear trend line is y = 1342.96 + 16.45x, where y represents sales in dollars and x corresponds to one year after the new business opening. 6 Temperature (°C) Number moved 4 180 170 160 150 140 130 120 110 100 Irregular or cyclical with slight upwards trend Cyclical Number of seats held by the Liberal Party in Federal Parliament 40 38 36 34 32 30 28 26 24 22 20 18 16 Temp = 40 − 2.33t t 1 2 3 4 5 6 7 8 9 10 Year 0 See the table at the foot of the page.* The number of families who moved from Melbourne to Ballarat can be classified as random with a secular upward trend. *4 Number of people living in Australia, measured annually d Share price in BHP Billiton, measured annually 1500 1450 1400 1350 1300 0 t 1 2 3 4 5 6 7 8 9 10 Year The linear trend line is y = 97.8 + 7.22x, where y is the number of families who moved from Melbourne to Ballarat and x = 1 corresponds to the year beginning 2013. 5 0 180 170 160 150 140 130 120 110 100 Year Number moved Time code 2013 97 1 2014 118 2 2015 125 3 1 2 3 4 5 6 7 8 9 10 11 12 Days t There is a definite downward trend. 2016 106 4 2017 144 5 2018 155 6 2019 162 7 2020 140 8 2021 158 9 2022 170 10 P df_Fol i o: 57 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.2 58 7 See the table at the bottom of the page.* The graph of umbrella sales appears symmetrical (bell shaped) and it is almost impossible to fit a trend line due to the cyclical nature of data. 10 a y y = 7.09 + 0.83t 0 2 4 6 8 10 12 t Price (cents) 20 15 10 5 Price ($) Although there are some random variations, the trend could also be cyclical and upward. 8 See the table at the bottom of the page.* Using CAS: y = 2.257 + 0.243t 6 5 4 3 2 1 2 4 6 8 10 12 14 t Month Sales (× $1000) 100 90 80 70 60 50 40 30 20 10 240 220 200 180 160 140 120 100 t 0 0 t 1 2 3 4 5 6 7 8 9 10 11 12 *7 t y *8 1 6 2 9 3 13 Month Jan. Price $ Time code 2.50 1 2020 2021 Quarter 2022 10 11 11 15 Using CAS, the trend line equation is: y = 111.515 + 4.510x Sales = 111.52 + 4.51 × quarter It is difficult to fit a trend line due to the likely cyclical nature of the software sales business. Using CAS to find the least squares line: y = 35.606 + 1.573t P df_Fol i o: 58 2 4 6 8 10 12 14 16 18 20 22 24 26 Week Using CAS: y = 39.42 + 2.21t b When t = 25, price = 39.42 + 2.21 × 25 = 95 cents 11 See the table at the bottom of the page.* Share prices are irregular and increasing. In January (13th month) the estimated share price is $5.42, but this is an estimated price only as the value has been extrapolated (i.e. the value is outside the plotted values). 9 See the table at the bottom of the page.* *11 t 0 0 *9 100 95 90 85 80 75 70 65 60 55 50 45 40 4 8 5 9 6 14 7 15 8 17 9 14 Feb. Mar. Apr. May June July Aug. 2.70 2 3.00 3 3.20 4 3.60 5 3.70 6 3.90 7 4.20 8 12 19 Month Jan. Feb. Mar. Apr. May June July Aug. Sep. Oct. Nov. Dec. Sales Time code 5 10 15 40 70 95 100 90 60 35 20 10 1 2 3 4 5 6 7 8 9 10 11 12 Quarter Q1 − 20 Q2 − 20 Q3 − 20 Q4 − 20 Q1 − 21 Q2 − 21 Q3 − 21 Q4 − 21 Q1 − 22 Q2 − 22 Q3 − 22 Q3 − 22 Sales Time code 120 135 150 145 140 120 100 110 120 140 190 220 1 2 3 4 5 6 7 8 9 10 11 12 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.3 b Monday in week 4 = time code 22 Millions of viewers = 1.18 − 0.02 × time code = 1.18 − 0.02 × 22 = 0.74 Number of viewers = 0.74 × 1 000 000 = 740 000 Number of employees 12 See the table at the bottom of the page.* 7000 6000 5000 4000 3000 2000 1000 0 1 2 3 4 5 6 7 8 9 10 Month 59 2 Using CAS, y = 128.1 − 0.77x or driver fatalities = 128.1 − 0.77 × time code t a At June year 7, time code = 78 Driver fatalities = 128.1 − 0.77 × time code = 128.1 − 0.77 × 78 = 128.1 − 60.06 = 68.04 The predicted number of driver fatalities in June year 7 is 68. b At April year 10, time code = 112 Driver fatalities = 128.1 − 0.77 × time code = 128.1 − 0.77 × 112 = 128.1 − 86.24 = 41.86 The predicted number of driver fatalities in April year 10 is 42. Using CAS, the trend line equation is: y = 6333.33 − 300.61x Number of employees = 6333.33 − 300.61 × months There is a decreasing trend of approximately 300 employees per month. Eventually the bank will have no employees if this trend continues. Although not likely, there is a clear downward trend. 4.2 Exam questions 1 There is evidence of a decreasing trend and irregular fluctuations. However, there is no evidence of a seasonality, as the peaks and troughs do not occur at regular intervals. The correct answer is D. 2 Find the median of the vertical axis (‘passengers’). There are 12 data values, so the median will be in the 6th spot counting from the bottom (or the top). The correct answer is A. 3 Temperature is seasonal, which we can see from the time series plot. However, there are irregular fluctuations in the data. The correct answer is C. 3 y 40 30 20 10 The equation is y = 33.72 − 2.9t (found using CAS). 0 1 2 3 4 5 6 7 8 9 10 t a y = 33.72 − 2.9 × 11 = 1.82 The number of cars remaining after 11 hours is 2. b The rate is 2.9 cars per hour. c Solve y = 33.72 − 2.9t, where y = 0. 0 = 33.72 − 2.9t −33.72 t= −2.9 = 11.6276 There will be no cars left after 11.63 hours. 4.3 Fitting the least squares line and forecasting 4.3 Exercise 1 See the table at the bottom of the page.* Using CAS: y = 1.18 − 0.02x or millions of viewers = 1.18 − 0.02 × time code a Wednesday in week 3 = time code 17 Millions of viewers = 1.18 − 0.02 × time code = 1.18 − 0.02 × 17 = 0.84 Number of viewers = 0.84 × 1 000 000 = 840 000 *12 *1 P df_Fol i o: 59 Month Mar. Apr. May Jun. Jul. Aug. Sep. Oct. Nov. Dec. Employees 6100 5700 5400 5200 4800 4400 4200 4000 3700 3300 Time code 1 2 3 4 5 6 7 8 9 10 Viewers (1 000 000s) M T W Th F S Su M T W Th F S Su 1.20 1.18 1.16 1.18 0.9 0.75 1.0 1.21 1.23 1.19 1.16 0.95 0.68 0.98 Time code 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Day Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.3 60 4 y = 2.68 + 1.16x, where y = numbers of staff and x = months, where x = 1 is the first month of business a Number of staff 20 18 16 14 12 10 8 6 4 2 8 a Share price ($) = $18.57 − $0.1 × time code Time code of t = 1 represents 2020. b The y-intercept of $18.57 represents the approximate value of the shares in 2019. The gradient of −$0.1 means that on average the share price will decline by $0.1 (10 cents) each year. c At 2029, time code = 10∶ share price ($) = $18.57 − $0.1 × time code = $18.57 − $0.1 × 10 = $18.57 − $1.0 = $17.57 9 a y = share price, t = time code So the equation is: Share price = $2.56 + $0.72 × time code b The y-intercept of $2.56 represents the approximate value of the shares in 2019. The gradient of +$0.72 means that the share value will grow by $0.72 each year. c Time code for year 2030 is 11. So share price = $2.56 + $0.72 × 11 = $10.48 t 0 1 2 3 4 5 6 7 8 9 10 11 12 Month b A further 12 months: t = 24 y = 2.68 + 1.16x = 2.68 + 1.16(24) = 30.52 Therefore, an approximate number of 31 staff will be required in a further 12 months. 5 See the table at the bottom of the page.* a The least squares line is y = 2.48 + 0.044t. y 5 4 3 2 1 b The 3-median least squares line is y = 2.79 + 0.018t. t 0 large values well. Least squares line of best fit equation is y = 0.283 + 0.83x. 7 a Share price ($) = $22.74 + $0.28 × time code Time code of t = 1 represents 2020. b The y-intercept of $22.74 represents the approximate value of the shares in 2019. The gradient of +$0.28 means that on average the share price will grow by $0.28 each year. c At 2030, time code = 11∶ share price ($) = $22.74 + $0.28 × time code = $22.74 + $0.28 × 11 = $22.74 + $3.08 = $25.82 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 y 5 4 3 2 1 10 a, b t 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 Neither line is very effective as a predictor. Note the small gradients (0.044 and 0.018). This is either a random or cyclical trend. 10 9 8 7 6 5 4 3 2 1 Sales Visitors (millions) 6 0 1 2 3 4 5 6 7 8 9 10 Month P df_Fol i o: 60 Jan. Feb. Mar. Apr. May Jun. Jul. Aug. Sales Time code 65 95 130 115 145 170 190 220 1 2 3 4 5 6 7 8 300 275 250 225 200 175 150 125 100 75 50 25 t 0 Not a good predictor as data is curved (appears exponential) and the least squares line of best fit will not predict small and *5 Month 1 2 3 4 5 6 7 8 9 10 11 12 Month t The least squares line of best fit is y = 49.64 + 20.36t, where y = sales and t = months. Day 1 2 3 4 5 6 7 8 Price ($) 2.75 3.30 3.15 2.25 2.10 1.80 1.50 2.70 Day 9 10 11 12 13 14 15 16 Price ($) 4.10 4.20 3.55 1.65 2.60 2.95 3.25 3.70 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.3 c The predicted value for December is 293.93, approximately 294 sales. a, b Y1 293.93 314.29 334.64 355 375.36 395.71 416.07 Price ($) X 12 13 14 15 16 17 18 X = 12 c Sales (× 1000) 60 55 50 45 40 35 30 25 20 15 10 5 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Week t X 13 14 15 16 17 18 19 X = 13 Mark (%) a, b P df_Fol i o: 61 85 80 75 70 65 60 55 50 0 1 2 3 4 5 6 7 8 9 10 Month t The least squares line of best fit is y = 56.9 + 1.93t where y = marks and t = months. c X 11 12 13 14 12 See the table at the bottom of the page.* *13 Y1 398.38 404.73 411.09 417.44 423.79 430.14 436.5 13 See the table at the bottom of the page.* Y1 35.833 43.367 50.9 58.433 65.967 73.5 81.033 Sales in week 10 = $35.83, sales in week 12 = $43.37 and sales in week 14 = $50.90. There may be slight differences in your answers due to rounding. d Even though the r2 value is close to 1, due to the shape of the graph, this trend line is not a good fit of the data. *12 t The predicted price for the next quarter is approximately $398. d The first two years seemed seasonal, the last year an upward trend, so the overall trend line would appear to be a poor predictor. The least squares line of best fit is y = −1.83 + 3.77t, where y = sales and t = weeks. X 10 12 14 16 18 20 22 X = 10 1 2 3 4 5 6 7 8 9 10 11 12 Quarter The least squares line of best fit is y = 315.8 + 6.35t where y = price and t = quarters. 11 a, b c 460 440 420 400 380 360 340 320 300 0 d As r2 is close to 1, this is a very good prediction of sales. 0 61 Y1 78.133 80.067 82 83.933 Quarter 1 2 3 4 5 6 Price ($) 358 323 316 336 369 333 Quarter 7 8 9 10 11 12 Price ($) 328 351 389 387 393 402 Test Mark (%) Feb. Mar. Apr. May Jun. Jul. Aug. Sep. Oct. Nov. 57 63 62 67 65 68 70 72 74 77 Time code 1 2 3 4 5 6 7 8 9 10 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.3 62 15 85.867 16 87.8 17 89.733 X = 11 The results for the last exam in December would be predicted to be around 78%. d The trend line appears to be an excellent predictor of scores (increasing trend, r2 close to 1). 14 a Time (yrs) 1 2 3 4 5 6 7 Stock price ($) 300 100 1 2 3 4 5 6 7 8 9 Hotel price ($) 250 240 235 237 239 230 228 237 332 t 3200 3000 2800 2600 2400 2200 2000 0 400 375 350 325 300 275 250 225 200 0 1 2 3 4 5 6 7 8 Time (years) t 1 2 3 4 5 6 7 8 9 10 Month (2019) b The outlier appears to be the September value. t Hotel price ($) c y = 1777.14 + 192.14x, where y = All Ordinaries and x = time d The gradient increased and the y-intercept is lower when the outlier is taken out. 15 See the table at the bottom of the page.* a y = 199.71 + 8.62 x, where y = stock price ($) and x = month, where x = 1 is January 2022 400 375 350 325 300 275 250 225 200 0 1 2 3 4 5 6 7 8 9 10 Month (2019) t c y = 245.79 − 1.95x d The gradient has changed significantly, going from a positive value to a negative value. The y-intercept increased. 300 Stock price ($) t Month (2019) Hotel price ($) 1 2 3 4 5 6 7 8 Time (years) b Taking out the 2000 data value: 250 200 150 100 50 4.3 Exam questions 0 2 1 On your CAS, enter the data and find the LSR equation: time = 44 − day When day = 10, time = 44 − 10 = 34, which is the same as day 4. The correct answer is B. 4 6 8 10 t Month (2022) b Difficult to see any obvious outliers; from the graph, the April value is a possible outlier. *15 4 6 8 10 Month (2022) 16 a y = 222.72 + 4.97x, where y = hotel price ($) and x = months, where x = 1 is January 2019 0 P df_Fol i o: 62 2 c y = 193.72 + 9.13x d The gradient increases and the y-intercept is lower when the April value is taken out. y = 1848.57 + 173.1x, where y = All Ordinaries value and x = time, where x = 1 is 1995. All Ordinaries 150 0 All 1925 2140 2435 2500 2820 3200 2950 3050 Ords All Ordinaries 200 50 8 3200 3000 2800 2600 2400 2200 2000 250 Month 2022 Stock prices ($) 1 2 3 4 5 6 7 8 9 192.06 204.62 235.00 261.09 256.88 251.53 257.25 243.10 283.75 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.4 c The last smoothed data point is 24.83, so the temperature at 9 hours is predicted to be 24.83 °C. 2 On your CAS calculator, enter the data, generate the scatterplot and add the LSR line. 6 values lie below the regression line. 2 a y x The correct answer is D. 3 Enter the original data into the CAS calculator and perform a least squares line of best fit. y = 28.5 + 1.767x The correct answer is E. 4.4 Smoothing using the moving mean with an odd number of points Time (h) Temp (°C) 1 20.3 2 21.8 3 20.9 4 22.0 5 23.4 6 24.9 7 24.3 8 25.3 Smoothed temperature (°C) 2015 38 587 2016 42 498 2017 45 972 2018 57 408 2019 71 271 2020 72 688 2021 78 427 2022 72 170 Smoothed members (m) 1 (38 587 + 42 498 + 45 972) = 42 352 3 1 (42 498 + 45 972 + 57 408) = 48 626 3 1 (45 972 + 57 408 + 71 271) = 58 217 3 1 (57 408 + 71 271 + 72 688) = 67 122 3 1 (71 271 + 72 688 + 78 427) = 74 129 3 1 (72 688 + 78 427 + 72 170) = 74 428 3 b 1 (20.3 + 21.8 + 20.9) = 21.00 3 1 (21.8 + 20.9 + 22.0) = 21.57 3 1 (20.9 + 22.0 + 23.4) = 22.10 3 1 (22.0 + 23.4 + 24.9) = 23.43 3 1 (23.4 + 24.9 + 24.3) = 24.20 3 1 (24.9 + 24.3 + 25.3) = 24.83 3 Original Smoothed 80 000 75 000 70 000 65 000 60 000 55 000 50 000 45 000 40 000 35 000 0 t Year c The last smoothed data point is 74 428, so the number of members in 2024 is predicted to be 74 428. 3 a Year (t) Sales (y) 3-point moving mean 2015 2016 2017 2018 2019 2020 2021 2022 b Temperature (°C) Members (m) 20 1 20 5 1 20 6 1 20 7 1 20 8 1 20 9 2 20 0 2 20 1 22 1 a Year (t) Members 4.4 Exercise 63 26 25.5 25 24.5 24 23.5 23 22.5 22 21.5 21 20.5 20 2250 2600 2400 2750 2900 2450 3100 3400 2416.7 2583.3 2683.3 2700.0 2816.7 2983.3 The 3-point moving mean for 2016 is used as an example. 2250 + 2600 + 2400 3-point moving mean for 2014 = 3 7250 = 3 = 2416.7 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6 6.5 7 7.5 8 Time (hours) Original t Smoothed P df_Fol i o: 63 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.4 64 b d Original Smoothed 3400 3300 3200 3100 3000 2900 2800 2700 2600 2500 2400 2300 2200 2100 t 20 2015 1 20 6 1 20 7 1 20 8 1 20 9 2 20 0 2 20 1 2 20 2 23 20 24 0 Jan. Feb. Mar. Apr. 120 70 100 110 96.7 93.3 100.0 May 90 93.3 June July 80 70 80.0 80.0 Aug. 90 80.0 Sep. 80 90.0 Oct. Nov. Dec. 100 60 60 80.0 73.3 Sales 130 120 110 100 90 80 70 60 50 40 1 2 3 4 5 6 7 8 9 10 11 12 Month Original Smoothed t Sales 5-point moving mean Jan. Feb. Mar. Apr. 120 70 100 110 98 90 May 90 90 June July 80 70 88 82 Aug. 90 84 Sep. 80 80 Oct. Nov. Dec. 100 60 60 78 130 120 110 100 90 80 70 60 50 40 0 1 2 3 4 5 6 7 8 9 10 11 12 t Month Smoothed Original Smoothed data: A definite downward trend is now apparent. 5 Smoothed data: There is a possible downward trend, but there are still fluctuations. 0 Sales c The predicted value for 2023 is 3350 books. 4 a Month Sales 3-point moving mean Month Quarter Rainfall (mm) 3-point moving mean 1 2 3 4 5 6 7 8 9 10 11 12 100 50 65 120 90 50 60 110 85 40 50 100 71.7 78.3 91.7 86.7 66.7 73.3 85.0 78.3 58.3 63.3 b Price = 99.78 − 2.39t c For March next year, t = 15. Price = 99.78 − 2.39 × 15 = 63.93 The data are cyclical and the prediction is based on smoothed data that have removed this trend. P df_Fol i o: 64 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Rainfall (mm) TOPIC 4 Investigating and modelling time series data • EXERCISE 4.4 120 110 100 90 80 70 60 50 40 30 20 10 0 1 2 3 4 5 6 7 8 9 10 11 12 Quarter Original 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 t Smoothed Spring 2018–Winter 2021 Smoothed data: Did not remove seasonal fluctuations. From the figure, there may be a slight trend downward. Attendance 6 a Year Attendance 3-point moving mean 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 75 72 69 74 66 72 61 64 69 65 72.0 71.7 69.7 70.7 66.3 65.7 64.7 66.0 Attendance Smoothed Linear 80 75 70 65 60 55 0 b t 1 2 3 4 5 6 7 8 9 10 Year 2013–2022 The smoothed data shows a clear downward trend. b Using CAS: Attendance = 74.47 − 1.11x c For 2024, t = 12 Attendance = 74.47 − 1.11 × 12 = 61.15 Attendance in 2024 will be 61. This is a reasonable prediction as long as the trend continues to decline as given by the negative gradient. 7 a The formula for cell C3 has been given as an example. Copy the formula into cells C4 to C21. = sum (B2 ∶ B4) /3 Week 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 A Week 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 B Sales 34 27 31 37 41 29 32 37 47 38 41 44 47 49 41 52 48 44 49 56 54 Sales 34 27 31 37 41 29 32 37 47 38 41 44 47 49 41 52 48 44 49 56 54 65 C Smoothed data 30.67 31.67 36.33 35.67 34 32.67 38.67 40.67 42 41 44 46.67 45.67 47.33 47 48 47 49.67 53 Smoothed data 34.00 33.00 34.00 35.20 37.20 36.60 39.00 41.40 43.40 43.80 44.40 46.60 47.40 46.80 46.80 49.80 50.20 P df_Fol i o: 65 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.4 Sales 66 Q2 − 21 55 50 45 40 35 30 0 2 4 6 8 10 12 14 16 18 20 The 5-point moving mean smoothing has made it more evident that there is an upward trend in the data. Sales 5-point moving mean Feb. Mar. Apr. 141 270 234 253.8 May 357 303 June July 267 387 306.6 320.4 Aug. 288 322.4 Sep. 303 362 Oct. Nov. Dec. 367 465 398 364.2 Price ($) Month Sales Q1 − 22 351 356 Q2 − 22 389 375.67 Q3 − 22 387 389.67 393 394 402 Original Smoothed 420 410 400 390 380 370 360 350 340 330 320 310 300 1 2 3 4 5 6 7 8 9 10 11 12 t The smoothed data has some but not all the seasonal fluctuations removed. b Original Smoothed 600 550 500 450 400 350 300 250 200 150 100 1 2 3 4 5 6 7 8 9 10 11 12 t Quarter Q1 − 20 Price ($) Q2 − 20 358 Q3 − 20 323 Q4 − 20 316 325 Q1 − 21 336 340.33 369 346 3-point moving mean 332.33 Price ($) Month P df_Fol i o: 66 Q4 − 21 337.33 Quarter Most random variation smoothed, slight upward trend. Using the last smoothed value, the expected sales for the next month are 364. 9 a 343.33 328 0 Calculation for the 5-point moving mean (April’s figure has been used as an example): 141 + 270 + 234 + 357 + 267 For April, sales = 5 1269 = 5 = 253.8 0 333 Q4 − 22 t Week 8 Q3 − 21 Quarter Sales Q1-20 358 Q2-20 323 Q3-20 316 340.40 Q4-20 336 335.40 Q1-21 369 336.40 Q2-21 333 343.40 Q3-21 328 354.00 Q4-21 351 357.60 Q1-22 389 369.60 Q2-22 387 384.40 Q3-22 393 Q4-22 402 385 380 375 370 365 360 355 350 345 340 335 0 (continued) Smoothed data Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 Q1 Q2 Q3 Q4 20 20 20 20 21 21 21 21 22 22 22 22 Quarters t It has further smoothed out the seasonal fluctuations. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.5 10 Week Employees 3-point moving mean 1 2 3 4 5 6 7 67 78 54 82 69 88 94 66.33 71.33 68.33 79.67 83.67 The predicted number of people for week 8 is approximately 84. 5 63 6 52 7 47 8 61 (50 + 63 + 52 + 47) = 53 4 (63 + 52 + 47 + 61) = 4 55.75 (52 + 53) = 52.5 2 (53 + 55.75) = 54.38 2 4.4 Exam questions 186 + x + y + z + 346 = 206 5 x + y + z = 205 × 5 − 186 − 346 The three-mean smoothed value on Thursday will be: x + y + z 205 × 5 − 186 − 346 = 3 3 = 166 The correct answer is B. 2160 000 = 432 000 2 5 The correct answer is D. 3. For seven-mean smoothing, you would lose three data points at the beginning and another three at the end. Six data points would be lost in total, which means that six smoothed data points would be left. The correct answer is C. 4.5 Smoothing using the moving mean with an even number of points Sales (× $1000) 1 The five-point moving mean smoothed value on Thursday is: 67 Original Smoothed 64 62 60 58 56 54 52 50 48 46 44 42 40 0 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6 6.5 7 7.5 8 t Time b The data shows a steady increasing trend (even with four smoothed points). This was not obvious from the original data. 2 a 4-point centred Time Sale 4-point moving mean moving mean 1 554 2 503 3 467 4.5 Exercise 1 a Time Sale 1 59 2 48 3 43 4 50 4-point moving mean (59 + 48 + 43 + 50) = 50 4 (48 + 43 + 50 + 63) = 51 4 (43 + 50 + 63 + 52) = 52 4 4-point centred moving mean (50 + 51) = 50.5 2 (51 + 52) = 51.5 2 (554 + 503 + 467 + 587) 4 = 527.75 (503 + 467 + 587 + 636) 4 = 548.25 4 587 (467 + 587 + 636 + 533) 4 = 555.75 (527.75 + 548.25) 2 = 538 (548.25 + 555.75) 2 = 552 P df_Fol i o: 67 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.5 68 5 636 (587 + 636 + 533 + 493) 4 = 562.25 6 533 Cost ($) (636 + 533 + 493 + 684) 4 = 586.50 7 493 8 684 9 10 62 64 Calculations: 4-point moving mean: 75 + 54 + 62 + 60 = 62.75 4 4-point centred mean: 62.75 + 61.5 = 62.125 2 80 75 70 65 60 55 50 45 40 0 1 2 3 4 5 6 7 8 9 10 11 12 Original Smoothed 4 t t Price 1 2 45 67 3 51 4-point moving mean 4-point mean after centring 51.75 1 2 3 4 5 6 7 8 Time t y 1 2 75 54 4-point moving mean 62 4 4-point mean after centring 60 5 70 62.125 60.375 59.25 58.25 57.25 45 57.125 57 54 44 54.63 55.75 5 52 6 76 57.25 58.75 59.25 59.75 7 63 8 48 60.50 61.25 61.5 4 52.625 53.5 t 62.75 7 57.375 b Smoothed data indicated a general downwards trend, possibly with a cyclic trend in the original data. 3 a 6 59 59.75 (562.25 + 586.50) 2 = 574.38 b This data shows a steady increasing trend. This is not obvious with the original data. 3 8 Original Smoothed 700 680 660 640 620 600 580 560 540 520 500 480 460 0 (555.75 + 562.25) 2 = 559 61.75 62.25 9 58 62.63 63 10 80 11 12 66 52 63.50 64 56 55 P df_Fol i o: 68 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 4 80 75 70 65 60 55 50 45 40 73 69 78.375 77.5 5 62 6 85 76.625 75.75 75.375 75 7 83 74.875 74.75 0 1 2 3 4 5 6 7 8 9 10 11 12 Season Original Smoothed t Smoothed data indicates a strong upward trend of almost 11 cents over 3 years. 5 a 4-point 4-point centred Day Temperature moving mean moving mean 1 36.6 2 36.4 36.75 36.7875 3 36.8 36.825 36.8375 4 37.2 36.85 36.9 5 36.9 36.95 36.975 6 36.5 37 37.025 7 37.2 37.05 37.1625 8 37.4 37.275 37.325 9 37.1 37.375 37.3125 10 37.4 37.25 37.2625 11 37.6 37.275 37.3 12 36.9 37.325 37.2375 13 37.2 37.15 14 37.6 15 36.9 Calculations: 4-point centred moving mean: For day 3, the formula used in cell D4 is C3 = sum (C3 ∶ C4) /2 Copy cell D4 down into cells D5 to D14. b Using CAS: Temperature = 36.766 + 0.056d c Temperature = 36.766 + 0.056d On day 16, d = 16 Temperature = 36.766 + 0.056 × 16 = 37.7 °C 6 You leave the first two and the last two points. The correct answer is A. 7 With a 6-point centred moving mean, you lose 6 points. April has 30 days, thus 30 − 6 = 24. The correct answer is D. 8 a 4-point 4-point mean Season Sales moving mean after centring 1 2 78 92 90 70 9 61 73.875 71.875 70.75 10 78 69.375 68 11 12 74 59 b 100 95 90 85 80 75 70 65 60 55 50 0 1 2 3 4 5 6 7 8 9 10 11 12 t Season Original Smoothed c The smoothed data indicates a clear downward trend in sales over three years. d 6-point 6-point moving t Temperature moving mean mean after centring 1 2 3 36.6 36.4 36.8 4 37.2 5 36.9 36.73 36.78 36.83 36.92 37.00 6 36.5 7 37.2 37.03 37.05 37.07 37.08 8 37.4 37.14 37.20 83.25 3 8 73 Sales (× $1000) Price ($) TOPIC 4 Investigating and modelling time series data • EXERCISE 4.5 81.25 9 37.1 37.24 37.27 79.25 P df_Fol i o: 69 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.5 70 10 37.4 11 37.6 37.27 c There was significant improvement in her race times over the 10-day period. 37.29 d 37.27 37.30 12 36.9 37.29 37.27 13 14 15 37.2 37.6 36.9 6-point moving mean for day 4: 36.73 + 36.83 = 36.78 2 9 a 4-point Day Time (s) moving mean 188 179 3 183 171 171 166 171.75 Time (s) 5 173 178.5 177.09 171 175.17 182 173 168 9 171 10 166 Calculations: first 6-point moving average (188 + 179 + 183 + 180 + 173 + 171) = 179.00 6 First 6-point moving average (179 + 178) = 178.50 2 10 a 4-point 4-point moving mean after centring Day Index moving mean 177.75 678 726 176.625 3 175 4 714 173.25 5 689 172.375 6 702.5 692 703.875 705.25 700.375 695.5 705.5 715.5 687 711.875 708.25 7 772 708.125 708 8 b 685 711.125 714.25 190 185 180 175 170 165 160 155 150 0 180 1 2 173 9 10 4 8 180.625 182 168 183 171.83 173.5 8 3 7 176.5 7 179 174.17 176.75 6 2 6 4-point moving mean after centring 180 173 188 176.17 178.75 5 1 178 182.5 4 Time (s) 6-point centred moving average 179 Calculations: Point between day 3 and 4: 36.6 + 36.4 + 36.8 + 37.2 + 36.9 + 36.5 = 6 220.4 = 6 = 36.73 1 2 Day 6-point moving average 9 10 1 2 3 4 5 6 7 8 9 10 Day Original 688 712 t Smoothed P df_Fol i o: 70 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Index TOPIC 4 Investigating and modelling time series data • EXERCISE 4.6 Original Smoothed 780 770 760 750 740 730 720 710 700 690 680 670 660 650 0 2456 + 4651 + 3456 + 2823 = $3346.5 4 Left of May + Right of May Centred on May: = 2 3241.25 + 3346.5 = $3293.875 ≈ $3294 2 The correct answer is B. 390 + 126 + 85 + 130 3 The first 4-point mean = = 182.75. 4 (This value corresponds to the time between autumn and 126 + 85 + 130 + 460 = 200.25. The second 4-point mean = 4 (This value corresponds to the time between winter and spring 2007.) The centred value for winter 182.75 + 200.25 2007 = = 191.5 ≅ 192. 2 The correct answer is D. winter 2007.) 1 2 3 4 5 6 7 8 9 10 t Day Smoothing indicates a very flat trend. Index b 720 715 710 705 700 695 690 685 0 4.6 Median smoothing from a graph 4.6 Exercise 1 1 2 3 4 5 6 7 8 Day t y = 700.2 + 1.88x, where y = price index and x = day number c y = 700.2 + 1.88x, sub in x = 15 = 700.2 + 1.88(15) = 700.2 + 28.2 = 728.4 Price index is approximately 728 after 15 days. 4.5 Exam questions 1 Six-mean smoothed value to the left of August: 92.6 + 77.2 + 80.0 + 86.8 + 93.8 + 55.2 = 80.9333... 6 Six-mean smoothed value to the right of August: 77.2 + 80.0 + 86.8 + 93.8 + 55.2 + 97.3 = 81.71666... 6 80.93333 + 81.71667 Centred on August: = 81.325 2 The correct answer is C. 2 For the 4-mean smoothing centring on May, the profits from March, April, May and June must be used in one calculation, and the profits from April, May, June and July must be used in the second calculation. March + April + May + June Left of May: = 4 2402 + 2456 + 4651 + 3456 = $3241.25 4 April + May + June + July = Right of May: 4 71 y 20 18 16 14 12 10 0 2 Original Smoothed 1 2 3 4 5 6 7 8 9 10 11 12 y Original Smoothed 50 45 40 35 30 25 0 x 1 2 3 4 5 6 7 8 9 x 3 a In a 3-point median smoothing you lose 2 data points, so would be left with 10 data points. b In a 5-point median smoothing you lose 4 data points, so you would be left with 7 data points. 4 y Original 80 75 70 65 60 55 50 45 40 35 0 Smoothed 1 2 3 4 5 6 7 8 9 10 x P df_Fol i o: 71 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.6 5 Original Smoothed Temperature (°C) 32 30 28 26 24 22 20 0 1 2 3 4 5 6 7 8 9 10 11 12 b The median smoothing smoothed out much of the variation and indicated an upward trend. 8 Share price ($) 72 t Month The median smoothing had virtually no effect on the data, only minor variations smoothed. 6 a y Original 20 16 12 8 4 Smoothed 1.9 1.85 1.8 1.75 1.7 1.65 1.6 1.55 1.5 1.45 1.4 1.35 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 Day Original 0 1 2 3 4 5 6 7 8 9 10 11 12 Smoothed 9 See the graph at the bottom of the page.* x b The median smoothing was effective at smoothing out the random fluctuations. 7 a y 100 90 80 70 60 50 40 30 Original Smoothed 0 Share price ($) *9 1 2 3 4 5 6 7 8 9 10 11 12 x 2 1.9 1.8 1.7 1.6 1.5 1.4 1.3 1.2 1.1 1 0.9 0.8 0.7 0.6 0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 t Day P df_Fol i o: 72 Original Smoothed Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual t TOPIC 4 Investigating and modelling time series data • EXERCISE 4.7 10 a y 56 54 52 50 48 46 44 42 40 38 36 34 32 30 28 26 24 0 b Original Smoothed Order these to find the middle value: 19, 19, 26, 30, 37, 46 and 48. The middle value (centred on day 4) is 30 (km/h). The correct answer is D. 4.7 Seasonal adjustment 4.7 Exercise Note: Your answers may vary slightly, depending on rounding. Try to round to 4 decimal places for all intermediate calculations. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 x y 56 54 52 50 48 46 44 42 40 38 36 34 32 30 28 26 24 0 73 Original Smoothed 1 a Find the yearly averages: (1.55 + 1.50 + 1.65 + 1.70) = 1.60 2018: 4 (1.60 + 1.55 + 1.75 + 1.80) 2019: = 1.68 4 (1.50 + 1.50 + 1.70 + 1.75) = 1.61 2020: 4 (1.60 + 1.45 + 1.70 + 1.80) 2021: = 1.64 4 (1.45 + 1.40 + 1.60 + 1.65) = 1.53 2022: 4 Year Average 2018 1.60 2019 1.68 2020 1.61 2021 1.64 2022 1.53 Divide each term in the original time series by the yearly average. 1.55 For example: summer 2018 = = 0.97 1.60 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Season Summer Autumn Winter Spring x The 3-point median smoothing in part a reduces the fluctuations more than the 5-point median smoothing in part b. 4.6 Exam questions 1 Centre the median on game 10. A nine-median smoothing would be 4 values either side of game 10. The nine-median smoothed value will be the points scored at game number 9, which is 110. The correct answer is C. 2 Quickly perform three and five-median smoothing. Day 2 3 4 5 6 7 8 Three-median Five-median 28 40 28 28 40 51 33 33 37 37 37 37 Day number 7 is the same value. The correct answer is E. 3 The seven values centred on day 4 are: 30, 19, 19, 46, 37, 26 and 48. 2018 0.97 0.94 1.03 1.06 2019 0.95 0.92 1.04 1.07 2020 0.93 0.93 1.06 1.09 2021 0.98 0.88 1.04 1.10 2022 0.95 0.92 1.05 1.08 Find the seasonal averages: (0.97 + 0.95 + 0.93 + 0.98 + 0.95) Summer: = 0.96 5 (0.94 + 0.92 + 0.93 + 0.88 + 0.92) Autumn: = 0.92 5 (1.03 + 1.04 + 1.06 + 1.04 + 1.05) Winter: = 1.04 5 (1.06 + 1.07 + 1.09 + 1.10 + 1.08) Spring: = 1.08 5 Season Summer Autumn Winter Seasonal index 0.96 0.92 1.04 Spring 1.08 b Divide each term in the original series by its seasonal index. 1.55 For example: summer 2018 = = 1.61 0.96 Season Summer Autumn Winter Spring 2018 1.61 1.63 1.59 1.57 2019 1.67 1.68 1.68 1.67 2020 1.56 1.63 1.63 1.62 2021 1.67 1.58 1.63 1.67 P df_Fol i o: 73 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 2022 1.51 1.52 1.54 1.53 TOPIC 4 Investigating and modelling time series data • EXERCISE 4.7 74 c y 0 Season Summer Autumn Winter Spring Original Deseasonalised 1.9 1.8 1.7 1.6 1.5 1.4 1.3 1.2 1.1 2 4 6 8 10 12 14 16 18 20 22 x Year 2018 2019 2020 2021 2022 Average 1.5325 1.5125 1.5125 1.4775 1.4075 Summer 2018∶1.60 ÷ 1.5325 = 1.0440 Autumn 2018∶1.48 ÷ 1.5325 = 0.9657 Winter 2018∶1.40 ÷ 1.5325 = 0.9135 Spring 2018∶1.65 ÷ 1.5325 = 1.0767 Summer 2019∶1.60 ÷ 1.5125 = 1.0579 Spring 2022∶1.59 ÷ 1.4075 = 1.1297 Sales P df_Fol i o: 74 Original 2021 1.1032 0.8866 0.8663 1.1438 2022 1.1226 0.9023 0.8455 1.1297 Season Summer Autumn Winter Spring Seasonal index 1.0731 0.9423 0.8874 1.0972 Season Summer Autumn Winter Spring 2019 1.4910 1.5918 1.5213 1.4583 2020 1.4630 1.5494 1.5664 1.4856 2021 1.5190 1.3902 1.4424 1.5402 2022 1.4724 1.3478 1.3410 1.4491 2018 1.4910 1.5706 1.5776 1.5038 c See the graph at the bottom of the page.* d There appears to be a slight downward trend in the price of 1 litre of petrol. e Using CAS: Deseasonalised 1 L of petrol cost = 1.5659 − 0.007 38 × time code Time code 1 represents summer 2018. f Summer 2023: t = 21 Deseasonalised 1 L of petrol cost = 1.5659 − 0.007 38 × 21 = 1.41092 ≈ $1.41 2 a 2018∶(1.60 + 1.48 + 1.40 + 1.65) ÷ 4 = 1.5325 2019∶(1.60 + 1.50 + 1.35 + 1.60) ÷ 4 = 1.5125 2020∶(1.57 + 1.46 + 1.39 + 1.63) ÷ 4 = 1.5125 2021∶(1.63 + 1.31 + 1.28 + 1.69) ÷ 4 = 1.4775 2022∶(1.58 + 1.27 + 1.19 + 1.59) ÷ 4 = 1.4075 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 2020 1.0380 0.9653 0.9190 1.0777 b Summer 2018∶1.6 ÷ 1.0731 = 1.4910 Autumn 2018∶1.48 ÷ 0.9423 = 1.5706 ⋯ Spring 2022∶1.59 ÷ 1.0972 = 1.4491 Seasonalised value (reseasonalised predicted value) = deseasonalised value × seasonal index = 1.5633 × 0.96 = 1.5008 ≈ $1.50 2 1.9 1.8 1.7 1.6 1.5 1.4 1.3 1.2 1.1 1 2019 1.0579 0.9917 0.8926 1.0579 Summer∶(1.0440 + 1.0579 + 1.0380 + 1.1032 + 1.1226) ÷ 5 = 1.0731 Autumn∶(0.9657 + 0.9917 + 0.9653 + 0.8866 + 0.9023) ÷ 5 = 0.9423 Winter∶(0.9135 + 0.8926 + 0.9190 + 0.8663 + 0.8455) ÷ 5 = 0.8874 Spring∶(1.0767 + 1.0579 + 1.0777 + 1.1438 + 1.1297) ÷ 5 = 1.0972 d There seems to be a very slight downward trend in milk prices. e Using CAS: Deseasonalised 1 L of milk cost = 1.6557 − 0.004 40 × time code Time code 1 represents summer 2018. f Summer 2023: t = 21 Deseasonalised 1 L of milk cost = 1.6557 − 0.004 40 × 21 = 1.5633 ≈ $1.56 *2c 2018 1.0440 0.9657 0.9135 1.0767 Seasonalised value (reseasonalised predicted value) = deseasonalised value × seasonal index = 1.410 92 × 1.0731 = 1.514 06 ≈ $1.51 t Month Deseasonalised Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • EXERCISE 4.7 3 a Season Summer Autumn Winter Spring Yearly average 2020 1.03 1.26 1.36 1.14 2021 0.98 1.25 1.34 1.07 2022 0.95 1.21 1.29 1.04 1.1975 1.16 1.1225 Season 1 2 3 4 5 6 7 8 9 10 11 12 Yearly average calculation example: 1.03 + 1.26 + 1.36 + 1.14 2020 average = 4 4.7900 = 4 = 1.1975 Divide each term by the yearly average. Example for 2020: 1.03 Summer: = 0.8601 1.1975 1.26 = 1.0522 Autumn: 1.1975 1.36 Winter: = 1.1357 1.1975 1.14 Spring: = 0.9520 1.1975 Now calculate the seasonal indices. Example: seasonal index for summer: (0.8601 + 0.8448 + 0.8463) ÷ 3 = 0.8504 Summer Autumn Winter Spring 2020 0.8601 1.0522 1.1357 0.9520 2021 0.8448 1.0776 1.1552 0.9224 2022 0.8463 1.0780 1.1492 0.9265 c 2020 1.21 1.18 1.19 1.22 2021 1.15 1.17 1.17 1.15 2017 0.8918 0.8052 1.2381 1.0649 2018 0.9372 0.8116 1.1981 1.0531 2019 0.9383 0.8099 1.1951 1.0568 *4a Summer Autumn Winter Spring Price ($) y 1 2 3 4 5 6 7 8 9 10 11 12 t Season Seasonal indices 0.8504 1.0692 1.1467 0.9336 Original Summer Autumn Winter Spring 103 93 143 123 97 84 124 109 95 82 121 107 117 100 156 125 118 99 155 122 Yearly average 115.5 103.5 101.25 124.5 123.5 123.25 See table at the bottom of the page.* 2022 1.12 1.13 1.12 1.11 2020 0.9398 0.8032 1.2530 1.0040 Deseasonalised d The deseasonalised data shows that there is a slight downward trend in sugar prices over the three years. 4 a Season 2017 2018 2019 2020 2021 2022 Deseasonalised data example: Summer 2020: 1.03 ÷ 0.8504 = 1.2111 Autumn 2020: 1.26 + 1.0692 = 1.1785 Deseasonalised data Summer Autumn Winter Spring Deseasonalised 1.21 1.18 1.19 1.22 1.15 1.17 1.17 1.15 1.12 1.13 1.12 1.11 1.5 1.4 1.3 1.2 1.1 1 0.9 0 4.0000 b Actual 1.03 1.26 1.36 1.14 0.98 1.25 1.34 1.07 0.95 1.21 1.29 1.04 2021 0.9555 0.8016 1.2551 0.9879 2022 0.9736 0.7951 1.2252 1.0061 Seasonal index 0.9394 0.8044 1.2274 1.0288 4.0000 P df_Fol i o: 75 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 120 98 151 124 75 TOPIC 4 Investigating and modelling time series data • EXERCISE 4.7 76 Rainfall (mm) b See table at the bottom of the page.* c d The smoothed data indicates that youth unemployment increases in all seasons except summer. 6 a Begin by rewriting the table as follows: 160 140 120 100 80 0 2 4 6 8 10 12 14 16 18 20 22 24 t Season Original Youth unemployment 2020 2021 2022 1 2 3 4 Yearly average 5.8 4.9 3.5 6.7 5.225 6.1 5.1 3.2 6.5 5.225 5.7 4.5 4.1 7.1 5.35 Deseasonalised d Rainfall in 2018 and 2019 was much lower than other years, so there may have been a drought. 5 a See the table at the bottom of the page.* See the table at the bottom of the page**. b See the table at the bottom of the page.* c 2021 1.1675 0.9761 0.6124 1.2440 2022 1.0654 0.8411 0.7664 1.3271 Deseasonalised data 1 2 3 4 2020 5.205 5.336 5.125 5.216 1 2 3 4 14 13 12 11 10 9 8 7 b 0 Quarter 2020 1.1100 0.9378 0.6699 1.2823 Seasonal index 1.1143 0.9183 0.6829 1.2845 4.0000 2021 5.474 5.554 4.686 5.060 t 2 4 6 8 10 12 14 16 18 20 Season Original Deseasonalised *4b Season Summer Autumn Winter Spring *5a Season Summer Autumn Winter Spring Yearly average **5a Summer Autumn Winter Spring 2017 109.644 115.614 116.506 119.557 2018 0.7581 1.0873 1.1671 0.9875 2018 103.257 104.426 101.027 105.949 2019 101.128 101.939 98.582 104.005 2020 124.548 124.316 127.098 121.501 2021 125.612 123.073 126.283 118.585 2022 127.741 121.830 123.024 120.529 2018 7.6 10.9 11.7 9.9 2019 7.7 11.3 12.4 10.5 2020 7.8 11.9 12.8 10.8 2021 7.7 12.6 13.5 11.4 2022 7.9 13.1 13.9 11.9 10.025 10.475 10.825 11.3 11.7 2019 0.7351 1.0788 1.1838 1.0024 2020 0.7206 1.0993 1.1824 0.9977 2021 0.6814 1.1150 1.1947 1.0088 2022 0.6752 1.1197 1.1880 1.0171 Seasonal index 0.7141 1.1000 1.1832 1.0027 4.0000 *5b P df_Fol i o: 76 Deseasonalised data Summer Autumn Winter Spring 2018 10.6428 9.9091 9.8884 9.8733 2019 10.7828 10.2727 10.4801 10.4717 2020 10.9228 10.8182 10.8181 10.7709 2021 10.7828 11.4545 11.4097 11.3693 2022 11.0629 11.9091 11.7478 11.8680 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 2022 5.115 4.900 6.004 5.527 TOPIC 4 Investigating and modelling time series data • EXERCISE 4.7 8 7 6 5 4 3 2 1 0 1 2 3 4 5 6 7 8 9 10 11 12 Original t Time period Deseasonalised Revenue Unemployment c d Using CAS, the deseasonalised unemployment rate = 5.1449 + 0.0188t e i Quarter 1 in 2023: The t-value for this quarter would be 13. Unemployment rate = 5.1449 + 0.0188 × 13 = 5.3893 P df_Fol i o: 77 1734 1790 1804 1789 2078 2204 2215 2184 2167 Saturday 2467 2478 2504 2526 2589 Sunday 1895 1786 1824 1784 1755 Yearly 1668 1666 1710 average See the table at the bottom of the page.* See the table at the bottom of the page.** 1717 1701 2800 2200 1600 1000 400 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 t Time period Deseasonalised From the original data, the restaurant should close on Monday and Tuesday. Otherwise, the smoothed data shows that sales remain fairly constant over the five-week period. 8 June 2022, t = 1 July 2022, t = 2 … June 2023, t = 13 Deseasonalised monthly sales = 10 000 + 1500 × time code = 10 000 + 1500 × 13 = 29 500 Seasonalised value = 29 500 × 0.8 = $23 600 The correct answer is A. 9 Since there are 12 ‘seasons’, their sum is 12. Missing index (Feb.) = 12 − (1.05 + 1.0 + 1.0 + 0.95 + 0.85+ 0.8 + 0.9 + 0.95 + 1.05 + 1.10 + 1.15) = 1.2 The correct answer is E. Week 1 Week 2 Week 3 Week 4 Week 5 1036 1089 1064 1134 1042 Tuesday 1103 1046 1085 1207 1156 Wednesday 1450 1324 1487 1378 1408 **7 1645 Friday Original Seasonalised value = 5.7277 × 0.6829 = 3.9 (Seasonal index for quarter 3 is 0.6829.) *7 Thursday 0 Seasonalised value = 5.3893 × 1.1143 = 6.0 (Seasonal index for quarter 1 is 1.1143.) ii Quarter 3 in 2027: The t-value for this quarter would be 31. Unemployment rate = 5.1449 + 0.0188 × 31 = 5.7277 7 Season Monday 77 Season Monday Week 1 0.6211 Week 2 0.6537 Week 3 0.6222 Week 4 0.6605 Week 5 0.6126 Seasonal index 0.6340 Tuesday 0.6613 0.6279 0.6345 0.7030 0.6796 0.6613 Wednesday 0.8693 0.7947 0.8696 0.8026 0.8277 0.8328 Thursday 0.9862 1.0408 1.0468 1.0507 1.0517 1.0353 Friday 1.2458 1.3229 1.2953 1.2720 1.2740 1.2820 Saturday 1.4790 1.4874 1.4643 1.4712 1.5220 1.4848 Sunday 1.1361 1.0720 1.0667 1.0390 1.0317 1.0691 Deseasonalised data Monday Week 1 1634.07 Week 2 1717.67 Week 3 1678.23 Week 4 1788.64 Week 5 1643.53 Tuesday 1667.93 1581.73 1640.71 1825.19 1748.07 Wednesday 1741.11 1589.82 1785.54 1654.66 1690.68 Thursday 1588.91 1674.88 1728.97 1742.49 1728.00 Friday 1620.90 1719.19 1727.77 1703.59 1690.33 Saturday 1661.50 1668.91 1686.42 1701.24 1743.67 Sunday 1772.52 1670.56 1706.11 1668.69 1641.57 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 78 TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 10 Deseasonalised figure = actual figure ÷ seasonal index June index = 0.85 Deseasonalised figure = $102 000 ÷ 0.85 = $120 000 The correct answer is D. 11 Since there are 4 seasons, the sum of the indices is 4. Missing index (winter) = 4 − (1.23 + 0.89 + 1.45) = 0.43 12 a Deseasonalised data (for e.g., January): 24 = 20.8696 = 1.15 Using CAS, the deseasonalised umbrella sales = 21.8788 + 0.9161 × time code b Time code for the following January is 13. Deseasonalised umbrella sales = 21.8788 + 0.9161 × 13 = 33.7881 The expected deseasonalised sale for January is 33.79 umbrellas. Seasonalised umbrella sales = deseasonalised value × seasonal index = 33.7881 × 1.15 = 38.8563 = 39 (rounded to a whole number of umbrellas). The expected sales for January the following year would be 39 umbrellas. actual figure 13 a Deseasonalised figure = seasonal index 4345 = 1.2 = $3620.83 actual figure b Deseasonalised figure = seasonal index 950 = 0.6 = $1583.33 c Seasonalised value (reseasonalised predicted value) = deseasonalised value × seasonal index = 5890 × 1.4 = $8246 The forecast sales figure for the first quarter in 2023 is $8246. actual figure 14 a Deseasonalised figure = seasonal index 8945 = 1.3 = $6880.77 actual figure b Deseasonalised figure = seasonal index 3250 = 0.4 = $8125 c Seasonalised value (reseasonalised predicted value) = deseasonalised value × seasonal index = 7950 × 1.7 = $13 515 The forecast sales figure for the first quarter in 2023 is $13 515. 15 Deseasonalised figure = actual figure + seasonal index a Deseasonalised figure = $3000 ÷ 1.0 = $3000 b Deseasonalised figure = $800 ÷ 0.25 = $3200 c Predicted value = deseasonalised figure × seasonal index Predicted value = $3200 × 1.50 = $4800 16 There are 7 ‘seasons’ (Monday to Sunday); therefore, the sum of the indices is 7. Friday index = 7 − (sum of all other indices) = 7 − (0.4 + 0.3 + 0.6 + 0.8 + 1.8 + 1.3) = 7 − 5.2 = 1.8 17 There are 7 ‘seasons’ (Monday to Sunday); therefore, the sum of the indices is 7. Saturday index = 7 − (sum of all other indices) = 7 − (0.4 + 1.1 + 0.5 + 0.6 + 1.3 + 1.6) = 7 − 5.5 = 1.5 18 Since there are 7 ‘seasons’, the sum of the seasonal indices is 7. The missing index = 7 − sum of the other six Wednesday’s index = 7 − (0.5 + 0.2 + 0.6 + 1.5 + 2.2 + 1.1) = 0.9 4.7 Exam questions 1 29 685 25 420 31 496 + + ÷ 3 = 1.088 ( 27 194.0 23 183.5 29 243.0 ) 2 February 2020 is when n = 2 Deseasonalised number of visitors = 2349 − 198.5 × 2 = 1952 Actual number of visitors = deseasonalised value × SI = 1952 × 1.25 = 2440 The correct answer is E. 92.6 3 = 75.777 1.222 The correct answer is B. The correct answer is C. 4.8 Review 4.8 Exercise Multiple choice 1 Prices of oranges over a 16-month period appear random. The correct answer is C. 2 Price = 0.415 × month + 8.45 = 0.415 × 18 + 8.45 = 15.92 The correct answer is D. 3 Gradient is positive and y-intercept is 10, so most appropriate line of best fit is y = 8t + 10. The correct answer is E. P df_Fol i o: 78 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 4 Time y-value 2016 2017 12 13 4-point moving average 4-point moving average after centring 16 520 = 667 0.78 14.875 The correct answer is B. 9 Since p = length of cycle, quarterly: length of cycle = 4. The correct answer is B. 10 Increasing trend with seasonal variation due to the peaks occurring at similar time intervals. The correct answer is E. 16.25 Short answer 14.25 2018 b Deseasonalised figure = 79 15.5 2019 16 2020 17 11 17 Month 1 2 3 4 5 6 7 8 9 10 11 12 17.75 18.5 2021 2022 19 22 2015 2016 2017 2018 2019 2020 2021 2022 350 320 300 310 270 240 200 160 323 310 293 273 237 200 The first 2 points are 323 and 310. The correct answer is C. b The number of points obtained from the smoothed trend in part a is 6. The correct answer is C. 6 t y 3-point median smoothing 1 2 3 4 5 6 7 8 9 10 30 20 25 20 15 25 30 20 15 10 25 20 20 20 25 25 20 15 1.12 0.78 130 110 90 70 50 30 10 0 2 4 6 8 10 12 Month t Uniform sales are high at the start of the school year and at the beginning of winter and decrease throughout the other parts of the year. This data is seasonal, so it is very difficult to fit a trend line. 12 Using CAS, the line is y = 2057.14 + 184.52x. The gradient is the b value and the y-intercept is the a value. Gradient = 184.52 y-intercept = 2057.14 13 Day 1 2 3 4 5 6 7 8 9 10 11 Rooms 12 18 15 20 22 20 25 24 26 28 30 y The last smoothed value is 15. The correct answer is D. 7 Seasonal indices and adjustment can be used when there are seasonal variations along with secular trends. The correct answer is B. 8 a Season Spring Summer Autumn Winter Index Number of uniforms sold The value after a 4-point smoothing with centring plotted against 2019 is 16.25. The correct answer is A. 5 a Year Number 3-point moving average Sales 118 92 53 20 47 102 90 42 35 26 12 58 x 0.92 Winter index = 4 − (1.12 + 0.78 + 0.92) = 1.18 The correct answer is A. P df_Fol i o: 79 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 80 TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 X 12 13 14 15 16 17 18 X = 12 Y1 31.309 32.891 34.473 36.055 37.636 39.218 40.8 Using CAS least squares line of best fit, the equation is y = 12.32 + 1.58x. 5-point moving average 1 2 3 4 5 6 7 8 690 500 400 720 780 660 550 440 618 612 622 630 Day Rain (mm) 3-point moving average 1 2 3 4 5 6 7 8 2 5 4 6 3 7 6 9 3.7 5.0 4.3 5.3 5.3 7.3 Sales ($) 5-pt mov av Linear (5-pt mov av) 850 800 750 700 650 600 550 500 450 400 0 14 Calculation example: day 2 (2 + 5 + 4) Day 2’s value = 3 11 = 3 = 3.7 Rainfall (mm) Sales ($) Coat sales Sales a Gradient = 1.58 y-intercept = 12.33 b Number of rooms booked on day 12: R = 1.58 × 12 + 12.33 = 31.28 ≃ 31 rooms on day 12 On day 13: R = 1.58 × 13 + 12.32 ≃ 33 rooms Season 1 2 3 4 5 6 7 8 9 10 Seasons b Calculation example: column 3 690 + 500 + 400 + 720 Between day 2 & 3 = 4 = 577.5 577.5 + 600 Column 4: day 3 = 2 1177.5 = 2 = 588.75 Season Sales ($) 1 2 690 500 3 400 4-point moving average 4-point moving average after centring 577.5 588.75 600 10 8 6 4 2 4 720 620 640 0 t 1 2 3 4 5 6 7 8 Day Smoothed Original 15 a Calculation example: day 3 690 + 500 + 400 + 720 + 780 Day 3′ s value = 5 3090 = 5 = 618 5 780 6 660 658.75 677.5 642.5 607.5 7 8 550 440 There is the same number of smoothed points in a 4-point moving average with centring as a 5-point moving average. P df_Fol i o: 80 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 t y 1 2 3 4 5 6 7 8 9 10 30 20 15 20 15 10 15 10 15 5 3-point median smoothing 20 20 15 15 15 10 15 10 Season Seasonalised Share price deseasonalised Spring 150 250 Summer Autumn Winter 100 300 400 200 250 235 Extended response 18 a The time series is seasonal. There are peaks and troughs occurring on the same days of the week. There is also an upward secular trend. This can also be seen from the table as each day, week after week, more video games are sold. Number of video games sold 16 35 30 25 20 15 10 5 60 50 40 30 20 10 0 2 4 6 8 10 12 14 16 18 t Week 1 Week 2 Week 3 0 17 81 1 2 3 4 5 6 7 8 9 10 Cycle t Season Winter Spring Summer Autumn Index 1.7 0.6 0.5 1.2 b There are 6 seasons — each of the days of the week the store opened. c See the table at the bottom of the page.* From the table above (last column): Week 1∶ 19 Week 2∶ 22 Week 3∶ 25.5 d See the table at the bottom of the page.* e See the table at the bottom of the page.* Calculation example for spring: Deseasonalised = seasonalised value ÷ index = 150 ÷ 0.6 = 250 *18c Jazza’s online store daily sales figures — number of video games sold Monday Tuesday Wednesday Thursday Friday Saturday Week 1 10 8 12 15 24 45 Week 2 12 9 14 18 26 53 Week 3 15 10 16 21 33 58 Monday Tuesday *18d 1 2 3 10 = 0.5263 19 12 = 0.5455 22 0.5882 *18e 0.4211 0.4091 0.3922 Monday Seasonal indices 0.5533 Wednesday Thursday Friday 0.7895 1.2632 12 = 0.6316 19 14 = 0.6364 22 16 = 0.6275 25.5 21 = 0.8235 25.5 Tuesday Wednesday 1.2224 = 0.4075 3 0.8182 0.6318 26 = 1.1818 22 1.2941 Thursday 2.4312 = 0.8104 3 Average daily sales for the week 114 = 19 6 132 = 22 6 153 = 25.5 6 Saturday 45 = 2.3684 19 2.4091 2.2745 Friday 3.7391 = 1.2464 3 P df_Fol i o: 81 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Saturday 7.052 = 2.3507 3 TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 f An index of 2.3507 means that Saturdays have approximately 2.35 times the sales compared to the average daily sales. 19 a y 20 a Rainfall (mm) 82 100 80 60 40 20 0 ii Saturday week 4, t = 24, deseasonalised video game sales = 0.4993t + 17.43 = 0.4993 × 24 + 17.43 = 29.41 iii Saturday week 6, t = 36, deseasonalised video game sales = 0.4993t + 17.43 = 0.4993 × 36 + 17.43 = 35.40 c i Monday week 4, deseasonalised video games sales = 26.92 Seasonalised value = deseasonalised value × seasonal index = 26.92 × 0.5533 = 14.89 = 15 video games approximately ii Saturday week 4, deseasonalised video games sales = 29.41 Seasonalised value = deseasonalised value × seasonal index = 29.41 × 2.3507 = 69.13 = 69 video games approximately iii Saturday week 6, deseasonalised video game sales = 35.40 Seasonalised value = deseasonalised value × seasonal index = 35.40 × 2.3507 = 83.21 = 83 video games approximately The first two predictions are reliable as they are only one week into the future. The Saturday week 6 prediction of 83 video games is not so reliable as it is far into the future and the trend may change in the meantime due to events such as holidays etc. Rainfall (mm) Using CAS, deseasonalised video games sales = 17.43 + 0.4993t. The y-intercept of 17.43 means that these sales were expected the day before the data was calculated. The gradient of 0.4993 (0.5) means that as each day goes by Jazza can expect an increase of half a video game each day (or more logically 1 video game extra each two days). b i Monday week 4, t = 19, deseasonalised video game sales = 0.4993t + 17.43 = 0.4993 × 19 + 17.43 = 26.92 t Due to the nature of the data it is very difficult to fit a trend line. However, there appears to be an upward trend. b The least squares line of best fit equation is y = 48.47 − 0.021t, found using CAS. 100 80 60 40 20 0 2 4 6 8 10 12 Season t This line is a poor fit for the data. c Season Rainfall 3-point moving average 1 2 3 4 5 6 7 8 9 10 11 12 43 75 41 13 47 78 50 19 51 83 55 25 53 43 33.7 46 58.3 49 40 51 63 54.3 3-point smooth: Rainfall (mm) x 2 4 6 8 10 12 Season 100 80 60 40 20 0 2 4 6 8 10 12 Season Season Rainfall (mm) 1 2 3 4 43 75 41 13 t 5-point moving average 43.8 50.8 P df_Fol i o: 82 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 47 78 50 19 51 83 55 25 45.8 41.4 49.0 56.2 51.6 46.6 Rainfall (mm) 5 6 7 8 9 10 11 12 t Rainfall (mm) The 3-point moving average has only slightly reduced the variation, while the 5-point moving average smoothing is more effective. d Using CAS, the trend line for the 5-point moving average is y = 44.81 + 0.74x. The gradient is still fairly weak at b = 0.74. e The correlation is also still weak. Season Rainfall 1 2 43 75 3 41 4 13 4-point moving average Quarter Year 1 Year 2 Year 3 Summer Autumn Winter Spring 43 75 41 13 47 78 50 19 51 83 55 25 Yearly average 43 48.5 53.5 43.5 44 Summer Autumn Winter Spring 44.4 44.75 47 t Seasonal index calculation example: 1.0000 + 0.9691 + 0.9533 Summer index = 3 2.9224 = 3 = 0.9741 4-point moving average after centring 43 5 2 4 6 8 10 12 Season Least squares: y = 42.01 + 1.36t A stronger increasing trend is shown with the 4-point centring method compared to the 5-point moving average. This could suggest seasonal data. f Calculation example: 43 + 75 + 41 + 13 Year1average = 4 172 = 4 = 43 100 80 60 40 20 2 4 6 8 10 12 Season 100 80 60 40 20 0 5-point smooth: 0 45.9 Year 1 1.0000 1.7442 0.9535 0.3023 Year 2 0.9691 1.6082 1.0309 0.3918 Year 3 0.9533 1.5514 1.0280 0.4673 47 6 78 50 8 19 9 51 4.0000 Deseasonalised data Summer Autumn Winter Spring 49 49.5 50.1 50.75 83 11 12 55 25 Year 1 44.1 45.9 40.8 33.6 Year 2 48.2 47.7 49.8 49.1 51.4 52 10 Seasonal index 0.9741 1.6346 1.0041 0.3871 47.8 48.5 7 83 g 52.8 53.5 Season 1 2 3 Actual 43 75 41 Deseasonalised 44.1 45.9 40.8 P df_Fol i o: 83 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Year 3 52.4 50.8 54.8 64.6 TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 4 5 6 7 8 9 10 11 12 13 47 78 50 19 51 83 55 25 33.6 48.2 47.7 49.8 49.1 52.4 50.8 54.8 64.6 80 Rainfall (1908, 75.26) 75 Rainfall Actual Deseas Linear (Deseas) 90 80 70 60 50 40 30 20 10 0 Key Women Men 85 Winning time (seconds) 84 70 65 60 55 50 (2020, 48.04) 45 1908 M 1 2 3 4 5 6 7 8 9 10 11 Season t The least squares line of best fit equation is y = 37.70 + 1.66t. y This has given the strongest trend yet (b = 1.66). Also, all 12 points of data are used, rather than 8 or 10 as in the moving average smoothing. x 4.8 Exam questions 1 a The end point at 1908 needs to be between 75 ≤ M ≤ 76 and the endpoint at 2020 needs to be between 47 ≤ N ≤ 49. Award 1 mark for the line correctly drawn. b Winning time men = 356.9 − 0.1544 × 2024 = 44.3944 Winning time women = 538.9 − 0.2430 × 2024 = 47.068} Award 1 mark if one of these is correct. Difference = 47.068 − 44.3944 ≃ 2.7 seconds Award 1 mark — note that rounding applies here 1924 1940 1956 1972 Year 1988 2004 c Solve on your CAS: winning time women < winning time men 538.9 − 0.2430x < 356.9 − 0.1544x Therefore, year =2054.176. Award 1 mark for an answer rounding to 2054. So the next Olympics will be in 2056. [1 mark] 2 a First, calculate the yearly averages: 142 + 156 + 222 + 120 = 160 2015∶ 4 135 + 153 + 216 + 96 2016∶ = 150 4 Divide each row by its yearly average: Year 2015 2016 Summer 0.8875 0.9 Autumn 0.975 1.02 Winter 1.3875 1.44 Spring 0.75 0.64 Lastly, find the average of the season to get the seasonal index: 0.8875 + 0.9 Summer: = 0.89375 = 0.89 2 0.975 + 1.02 Autumn: = 0.9975 = 1.00 2 0.75 + 0.64 Spring: = 0.695 = 0.7 2 Award 2 marks for all correct; 1 mark for 2 correct, 0 marks for 1 or none correct. 262 b = 185.8156 = 186 mm [1 mark] 1.41 P df_Fol i o: 84 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 2020 N TOPIC 4 Investigating and modelling time series data • REVIEW 4.8 19 + 22 + 43 + 37 = 30.25 4 26.5 + 30.25 Smoothed value for day 11 = 2 = 28.375 (km/h) This is closest to 28 km/h. The correct answer is D. 5 a = Minimum 3 a See the graph at the bottom of the page* [1 mark] b i See the graph at the bottom of the page* [1 mark] ii The average rate of increase in percentage congestion level from 2008 to 2016 in Sydney is equal to the graph’s gradient. This is 1.15% per year on average. [1 mark] iii Substitute 43 for congestion level in the equation and solve for year. The predicted year that Sydney will have a 43% congestion level is 2020. [1 mark] c –1514.755 56 rounded to 4 significant figures is –1515. [1 mark] d Using the CAS calculator to find the line of least squares, we get: congestion level = −1515 + 0.7667 × year Award 1 mark for –1515, 1 mark for 0.7667. e Sydney’s traffic congestion in 2008 (28%) is greater than Melbourne’s traffic congestion in 2008 (25%), and the gradient for Sydney’s least squares line is 1.15, which is greater than Melbourne’s least squares gradient of 0.7669. Therefore, Sydney’s traffic congestion will increase faster than Melbourne’s, meaning it will always exceed future traffic congestion levels in Melbourne. Award 1 mark for appropriate statistics, 1 mark for proving why Sydney’s congestion will be greater. 4 The first four values are 22, 19, 22 and 43. They will be centred between days 10 and 11. Mean 22 + 19 + 22 + 43 = 26.5 = 4 The second four values are 19, 22, 43 and 37. They will be centred between days 11 and 12. Mean *3a Unsmoothed Five-median smoothed 100 90 80 70 60 50 40 30 20 10 0 t 0 1 2 3 4 5 6 7 8 9 10 11 12 13 Months Award 2 marks for correctly drawing the five-median smoothing by marking smoothed values with crosses (×). 124 + 140 = 132 b Mean of September and October = 2 140 + 225 Mean of October and November = = 182.5 2 132 + 182.5 Centred on October = = 157.25 2 Award 1 mark for calculating the two means correctly and 1 mark for calculating the centred on October 157.25 mm. 45 Key Sydney Melbourne 40 35 congestion level (%) 30 25 20 2008 *3bi 2009 2010 2011 2012 year 2013 2014 2015 2016 45 Key Sydney Melbourne 40 35 congestion level (%) 30 25 20 2008 P df_Fol i o: 85 2009 2010 2011 2012 year 2013 2014 85 2015 2016 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 86 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.2 Topic 5 — Modelling depreciation of assets using recursion 5.2 A first-order linear recurrence relation 5.2 Exercise 1 u0 = −2 u1 = −2 − 3 = −5 u2 = −5 − 3 = −8 u3 = −8 − 3 = −11 u4 = −11 − 3 = −14 −2, −5, −8, −11, −14 2 u0 = 3 u1 = 3 × 2 = 6 u2 = 6 × 2 = 12 u3 = 12 × 2 = 24 u4 = 24 × 2 = 48 3, 6, 12, 24, 48 3 un = 4un − 1 + 3, u0 = 5 u1 = 4u0 + 3 =4×5+3 = 23 u2 = 4u1 + 3 = 4 × 23 + 3 = 95 u3 = 4u2 + 3 = 4 × 95 + 3 = 383 P df_Fol i o: 86 u4 = 4u3 + 3 = 4 × 383 + 3 = 1535 The sequence is 5, 23, 95, 383, 1535. 4 fn+1 = 5fn − 6, f0 = −2 f1 = 5f0 − 6 = 5 × −2 − 6 = −16 f2 = 5f1 − 6 = 5 × −16 − 6 = −86 f3 = 5f2 − 6 = 5 × −86 − 6 = −436 f4 = 5f3 − 6 = 5 × −436 − 6 = −2186 The sequence is −2, −16, −86, −436, −2186. 5 a There is no description of two consecutive terms. This is not a first-order recurrence relation. b There is a description of two consecutive terms and a starting term (u0 ). This is a first-order recurrence relation. c There is a description of two consecutive terms and a starting term (u0 ). This is a first-order recurrence relation. d By rearranging the equation: there is a description of two consecutive terms, but there is no starting term. un = 4un−1 + 5 This is not a first-order recurrence relation. e There is a description of two consecutive terms, but there is no starting term. This is not a first-order recurrence relation. f There is no description of two consecutive terms. This is not a first-order recurrence relation. g There is a description of two consecutive terms and a starting term (u0 ). This is a first-order recurrence relation. h There is no description of two consecutive terms. This is not a first-order recurrence relation. i There is a description of two consecutive terms, but there is no starting term. This is not a first-order recurrence relation. j There is a description of two consecutive terms and a starting term (p0 ). This is a first-order recurrence relation. 6 a u0 = 6 u1 = u0 + 2 =6+2 =8 u2 = u1 + 2 = 10 u3 = u2 + 2 = 12 u4 = u3 + 2 = 14 The sequence is 6, 8, 10, 12, 14. b u0 = 5 u1 = u0 − 3 =5−3 =2 u2 = u1 − 3 = −1 u3 = u2 − 3 = −4 u4 = u3 − 3 = −7 The sequence is 5, 2, −1, −4, −7. c u0 = 23 u1 = 1 + u0 = 1 + 23 = 24 u2 = 1 + u1 = 25 u3 = 1 + u2 = 26 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.2 P df_Fol i o: 87 u4 = 1 + u3 = 27 The sequence is 23, 24, 25, 26, 27. d u0 = 7 u1 = u0 − 10 = 7 − 10 = −3 u2 = u1 − 10 = −13 u3 = u2 − 10 = −23 u4 = u3 − 10 = −33 The sequence is 7, −3, −13, −23, −33. 7 a u0 = 1 u1 = 3u0 =3×1 =3 u2 = 3u1 =9 u3 = 3u2 = 27 u4 = 3u3 = 81 The sequence is 1, 3, 9, 27, 81. b u0 = −2 u1 = 5u0 = 5 × −2 = −10 u2 = 5u1 = −50 u3 = 5u2 = −250 u4 = 5u3 = −1250 The sequence is −2, −10, −50, −250, −1250. c u0 = 1 u1 = −4u0 = −4 × 1 = −4 u2 = −4u1 = 16 u3 = −4u2 = −64 u4 = −4u3 = 256 The sequence is 1, −4, 16, −64, 256. d u0 = −1 u1 = 2u0 = 2 × −1 = −2 u2 = 2u1 = −4 u3 = 2u2 = −8 u4 = 2u3 = −16 The sequence is −1, −2, −4, −8, −16. 8 a u0 = 1 u1 = 2u0 + 1 =2×1+1 =3 u2 = 2u1 + 1 =7 u3 = 2u2 + 1 = 15 u4 = 2u3 + 1 = 31 The sequence is 1, 3, 7, 15, 31. b u0 = 5 u1 = 3u0 − 2 =3×5−2 = 13 u2 = 3u1 − 2 = 37 u3 = 3u2 − 2 = 109 u4 = 3u3 − 2 = 325 The sequence is 5, 13, 37, 109, 325. 9 a u0 = 6 u1 = −u0 + 1 = −6 + 1 = −5 u2 = −u1 + 1 =6 u3 = −u2 + 1 = −5 u4 = −u3 + 1 =6 u5 = −u4 + 1 = −6 + 1 = −5 u6 = −un − 1 + 1 = −u5 + 1 =−−5+1 =6 The first seven terms are 6, −5, 6, −5, 6, −5, 6. b u0 = 1 u1 = 5u0 =5×1 =5 u2 = 5u1 =5×5 = 25 u3 = 5u2 = 5 × 25 = 125 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 87 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.3 u4 = 5u3 = 5 × 125 = 625 u5 = 5u4 = 5 × 625 = 3125 u6 = 5u5 = 5 × 3125 = 15 625 The first seven terms are 1, 5, 25, 125, 625, 3125, 15 625. 10 u0 = 2 u1 = 3u0 + 4 =3×2+4 = 10 The correct answer is C. 11 u0 = −3 u1 = 2u0 − 1 = 2 × −3 − 1 = −7 The correct answer is E. 1 12 a un+1 = 3un ; u0 = 4 3 u1 = 3u0 = 4 9 1 u2 = 3u1 = = 2 2 4 3 27 =6 u3 = 3u2 = 4 4 1 81 = 20 u4 = 3u3 = 4 4 b un+1 = 2000 + un ; u0 = 200 000 u1 = 2000 + u0 = 202 000 u2 = 2000 + u1 = 204 000 u3 = 2000 + u2 = 206 000 u4 = 2000 + u3 = 208 000 c un+1 = un − 7; u0 = 100 u1 = u0 − 7 = 93 u2 = u1 − 7 = 86 u3 = u2 − 7 = 79 u4 = u3 − 7 = 72 d un+1 = 2un − 50; u0 = 200 u1 = 2u0 − 50 = 350 u2 = 2u1 − 50 = 650 u3 = 2u2 − 50 = 1250 u4 = 2u3 − 50 = 2450 5.2 Exam questions 1. A0 =3 A1 =2 × A0 + 4 = 2 × 3 + 4 = 10 A2 =2 × A1 + 4 = 2 × 10 + 4 = 24 A3 =2 × A2 + 4 = 2 × 24 + 4 The correct answer is D. 2. Note that the sequence does not increase by a constant amount so it is not linear. Eliminate clear distractors and test the remaining options with the given sequence. Option D: 2, 4 × (2) − 2 = 6, 4 × (6) − 2 = 22, 4 × (22) − 2 = 86, 4 × (86) − 2 = 342 The correct answer is D. 3 A0 = 2 A1 = 3 (2) + 1 = 7 A2 = 3 (7) + 1 = 22 A3 = 3 (22) + 1 = 67 The correct answer is E. 5.3 Modelling flat rate depreciation with a recurrence relation 5.3 Exercise 1 a V0 = 25 000 d = V0 × r 100 = 25 000 × 15 100 = 3750 Annual depreciation is $3750. b Vn + 1 = Vn − d Vn + 1 = Vn − 3750 c Time, n(years) Depreciation, d($) 0 1 2 3 4 5 Future value (× $1000) 88 Vn 25 20 15 10 5 0 Future value, Vn ($) 3750 3750 3750 3750 3750 25 000 21 250 17 500 13 750 10 000 6250 (0, 25 000) (5, 6250) 1 2 3 4 5 Time (years) n d Since its useful life is five years, from the depreciation schedule, the scrap value is $6250. 2 a V0 = 30 000, Vn+1 = Vn − 6000 b V0 = 2000, Vn+1 = Vn − 200 c V0 = 6000, Vn+1 = Vn − 500 50 000 − 25 000 3 a i Annual depreciation = 5 25 000 = 5 = $5000 P df_Fol i o: 88 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.3 d = $5000 V0 = $50 000 ∴ Vn = 50 000 − 5000n 0 = 50 000 − 5000n 5000n = 50 000 n = 10 The time taken to be written off is 10 years. 850 − 150 b i Annual depreciation = 7 700 = 7 Future value ($) ii Vn 10 000 8000 6000 4000 2000 0 6 a = $100 0 1 2 3 4 5 0 1500 1500 1500 1500 1500 10 000 8500 7000 5500 4000 2500 Future value (× $1000) Vn 50 1 2 3 4 5 n Time (years) Future value, Vn ($) 0 4000 4000 4000 4000 4000 4000 4000 4000 4000 4000 45 000 41 000 37 000 33 000 29 000 25 000 21 000 17 000 13 000 9000 5000 (0, 45 000) 40 30 20 10 (10, 5000) 0 2 4 6 8 10 Time (years) n b As its useful life is 10 years, using the depreciation schedule, the scrap value is $5000. 7 a Time, n(years) Depreciation, d($) Future value, Vn ($) 0 1 2 3 4 5 6 Future value ($) d = $95 V0 = $1235 ∴ Vn = 1235 − 95n 0 = 1235 − 95n 95n = 1235 n = 13 ∴ The time taken to be written off is 13 years. 4 a V0 = 22 500 Vn+1 = Vn − 3200 b When n = 5: V5 = 22 500 − 3200(5) = 22 500 − 16 000 = 6500 The expected value will be $6500. 5 a Annual depreciation = 15% of $10 000 = 0.15 × $10 000 = $1500 b Time, n(years) Depreciation, d($) Future value, Vn ($) ii (5, 2500) 0 1 2 3 4 5 6 7 8 9 10 d = $100 V0 = $850 ∴ Vn = 850 − 100n 0 = 850 − 100n 100n = 850 n = 8.5 ∴ The time taken to be written off is 8.5 years. 1235 − 285 c i Annual depreciation = 10 950 = 10 = $95 (0, 10 000) Time, n(years) Depreciation, d($) ii 89 0 2000 2000 2000 2000 2000 2000 Vn 14 000 (0, 13 500) 12 000 10 000 8000 6000 4000 2000 0 1 2 3 4 5 6 Time (years) 13 500 11 500 9500 7500 5500 3500 1500 (6, 1500) n b From the depreciation schedule in part a, the scrap value is $1500. P df_Fol i o: 89 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 90 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.3 8 a Annual depreciation = 20% of $7750 = 0.20 × $7750 = $1550 b Vn + 1 = Vn − 1550, Vo = 7750 c Time, n(years) Depreciation, d($) Future value (× $1000) 0 1 2 3 4 0 1550 1550 1550 1550 Vn 8 6 4 2 b Future value, Vn ($) 7750 6200 4650 3100 1550 (4, 1550) 1 2 3 4 n Time (years) d Using the depreciation schedule in part c, it will take 4 years to reach a scrap value of $1550. 9 a Annual depreciation = 15% of $92 000 = 0.15 × $92 000 = $13 800 b Vn+1 = Vn − 13 800, Vo = 92 000 c Time, n(years) Depreciation, d($) Future value, Vn ($) Future value ($) 0 1 2 3 4 5 6 0 13 800 13 800 13 800 13 800 13 800 13 800 Vn 100 000 80 000 60 000 40 000 20 000 0 i Cost price = $800 iii The time taken to reach the scrap value is 3 (0, 7750) 0 i Cost price = $1750 ii Annual depreciation = $500 92 000 78 200 64 400 50 600 36 800 23 000 9200 1 years. 2 800 − 100 5 700 = 5 = $140 iii The time taken to reach its scrap value is 5 years. d i Cost price = $18 000 ii Annual depreciation = $2400 1 iii The time taken to reach its scrap value is 7 years. 2 11 V0 = $31 000 V5 = $5000 n = 5 years c ii Annual depreciation = 5000 = 31 000 − 5d 5d = 31 000 − 5000 5d = 26 000 d = 5200 ∴ Annual depreciation = $5200 The correct answer is C. 12 a 400 = 2200 − 225n 225n = 2200 − 400 225n = 1800 n = 8 years 500 = 3600 − 310n 310n = 3600 − 500 310n = 3100 n = 10 years The cheaper machine costing $2200 needs to be replaced first. b 10 − 8 = 2 years later, the other machine is replaced. (0, 92 000) 5.3 Exam questions (6, 9200) 1 2 3 4 5 6 n Time (years) d Using the depreciation schedule in part c, it will take 6 years to reach a scrap value of $9200. 10 a i Cost price = $3000 3000 − 1000 ii Annual depreciation = 5 2000 = 5 = $400 iii The time taken to reach scrap value is 5 years. 1a $15 000 [1 mark] b V1 = V0 − 15 000 = 120 000 − 15 000 = $105 000 V2 = V1 − 15 000 = 105 000 − 15 000 = $90 000 [1 mark] 15000 c × 100 = 12.5% [1 mark] 120 000 d Vn = 120 000 − 15000n, where n = 0, 1, 2 … [1 mark] 2 10% of the purchase price is 10% × $4500 = $450 Geoff will depreciate his computer by $450 per year, so Vn+1 = Vn − 450 The correct answer is A. 3 The decrease in the values is not linear and is not a growth, so some of the options can be eliminated. The graph highlights a geometric decay with a reducing value of 6% p.a. Test the values with the reducing-balance recurrence relation: V0 = 7000, Vn+1 = (1 − 0.06) × Vn . The correct answer is B. P df_Fol i o: 90 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.4 5.4 Modelling reducing balance depreciation with a recurrence relation 5.4 Exercise 1 a R=1− r 100 17 =1− 100 = 0.83 Vn+1 = RVn Vn+1 = 0.83Vn , V0 = 1500 Time, n(years) Future value ($) V2 = RV1 = 0.87 × 2871 = 2497.77 V3 = RV2 = 0.87 × 2497.77 = 2173.059 … V4 = RV3 = 0.87 × 2173.059 … = 1890.562 … V5 = RV4 = 0.87 × 1890.562 … = 1644.789 … Time, n(years) Future value, Vn ($) 0 1500.00 1 1245.00 2 1033.35 3 857.68 4 711.87 5 590.86 b The future value of the laptop after five years will be $590.85. c Vn (0, 1500) 1500 1300 1100 900 700 500 V1 = RV0 = 0.87 × 3300 = 2871 3300 3100 2900 2700 2500 2300 2100 1900 1700 1500 0 2 a R=1− 1 2 3 4 5 Time (years) r 100 13 =1− 100 = 0.87 Vn + 1 = RVn Vn+1 = 0.87Vn , V0 = 3300 n (0, 3300) 1 3 a R = 0.8, hence Vn+1 = 0.8 Vn V0 = 60 000 b Time, n(years) 0 Future value, Vn ($) 0 3300.00 1 2871.00 2 2497.77 3 2173.06 4 1890.56 5 1644.79 b The future value of the road bike after five years will be $1644.79 c Vn Future value ($) V1 = RV0 = 0.83 × 1500 = 1245 V2 = RV1 = 0.83 × 1245 = 1033.35 V3 = RV2 = 0.83 × 1033.35 = 857.680 … V4 = RV3 = 0.83 × 857.680 … = 711.874 … V5 = RV4 = 0.83 × 711.874 … = 590.856 … 91 2 3 4 Time (years) 5 Depreciation, d($) n Future value, Vn ($) 0 — 60 000 1 20% of 60 000 = 12 000 48 000 2 20% of 48 000 = 9600 38 400 3 20% of 38 400 = 7680 30 720 4 20% of 30 720 = 6144 24 576 5 20% of 24 576 = 4915.20 19 660.80 c The future value of the bulldozer after five years is $19 660.80. P df_Fol i o: 91 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.4 b Vn 60 000 (0, 60 000) 55 000 50 000 45 000 40 000 35 000 30 000 25 000 20 000 0 1 4 a R = 0.6, hence Vn+1 = 0.6 Vn V0 = 4000 b Time, n(years) Future value ($) 0 5 a (4, 24 576) 2 3 4 Time (years) 5 20 000 15 000 5000 (5, 0) 0 Future value, Vn ($) Depreciation, d($) 1 2 3 4 Time (years) 5 0 1 2 3 4 5 — 5998 5998 5998 5998 5998 29 990 23 992 17 994 11 996 5 998 0 Depreciation ($) Future value ($) 27% of 29 990 = 8097.30 27% of 21 892.70 = 5911.03 27% of 15 981.67 = 4315.05 27% of 11 666.62 = 3149.99 27% of 8516.63 = 2299.49 29 990.00 21 892.70 15 981.67 11 666.62 8 516.63 6 217.14 n value ($) 0 1 2 3 4 5 — 4600 4600 4600 4600 4600 23 000 18 400 13 800 9 200 4 600 0 Time (years) Depreciation ($) Future value ($) 28% of 23 000 = 6440 28% of 16 560 = 4636.80 28% of 11 923.20 = 3338.50 28% of 8584.70 = 2403.72 28% of 6180.99 = 1730.67 0 1 2 3 4 5 n Future value ($) 5 Depreciation ($) (years) (3, 864) 1 2 3 4 Time (years) c The future value for the reducing balance method is greater than the flat rate method after four years. 6 a Time Future (0, 4000) Depreciation ($) 0 1 2 3 4 5 25 000 10 000 n Time (years) Time (years) (0, 29 900) 30 000 0 — 4000 1 40% of 4000 = 1600 2400 2 40% of 2400 = 960 1440 3 40% of 1440 = 576 864 4 40% of 864 = 345.60 518.40 5 40% of 518.40 = 207.36 311.04 c The future value of the computer after five years is $311.04. d Vn 4000 3500 3000 2500 2000 1500 1000 500 Vn Future value ($) Future value ($) d b Future value ($) 92 Vn 25 000 (0, 23 000) 22 500 20 000 17 500 15 000 12 500 10 000 7500 5000 2500 0 1 2 3 4 Time (years) 23 000.00 16 560.00 11 923.20 8 584.70 6 180.99 4 450.31 (5, 0) n 5 c The future value for the reducing balance method is greater than the flat rate method after four years. P df_Fol i o: 92 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.4 b Flat rate Time, n(years) Depreciation, d($) Future value, Vn ($) 0 1 2 3 4 5 — 110 110 110 110 110 550 440 330 220 110 0 Reducing balance Time, n(years) Depreciation, d($) 0 1 2 3 4 5 — 30% of 550 = 165 30% of 385 = 115.50 30% of 269.50 = 80.85 30% of 188.65 = 56.60 30% of 132.06 = 39.62 b Future value, Vn ($) 550 385 269.50 188.65 132.06 92.44 Future value ($) Vn 600 550 500 450 400 350 300 250 200 150 100 50 (0, 550) Future value (× $1000) 7 a Vn 40 35 30 (0, 30 000) 25 20 15 10 5 0 1 (3, 0) 2 3 Time (years) 0 1 2 3 4 Time (years) c 4 years (from graph) 8 a 22.5 10 V5 = 2675 1 − ( 100 ) = 2675(0.775)5 = $747.88 5 20 11 a V4 = 20 000 1 − ( 100 ) = 20 000(0.8)4 = $8192 12 V0 = $1200 r = 20% n = 4 years Flat rate Time, n(years) Depreciation, d($) Future value, Vn ($) 0 1 2 3 — 10 000 10 000 10 000 30 000 20 000 10 000 0 Reducing balance Time, n(years) Depreciation, d($) 0 1 2 3 — 50% of 30 000 = 15 000 50% of 15 000 = 7500 50% of 7500 = 3750 Future value, Vn ($) 30 000 15 000 7500 3750 n c 3 years (from graph) 6 15 9 V6 = 45 000 1 − ( 100 ) = 45 000(0.85)6 = $16 971.73 25 b V4 = 30 000 1 − ( 100 ) = 30 000(0.75)4 = $9492.19 (5, 0) n 5 4 20 V4 = 1200 1 − ( 100 ) = 1200(0.8)4 = $491.52 The correct answer is B. 13 a r = 25% n = 8 years V0 = $1150 4 4 4 25 V8 = 1150 1 − ( 100 ) = 1150(0.75)8 = $115.13 8 Depreciation = $1150 − $115.13 = $1034.87 b r = 25% n = 4 years V0 = $3740 25 V4 = 3740 1 − ( 100 ) = 3740(0.75)4 = $1183.36 4 Depreciation = $3740 − $1183.36 = $2556.64 P df_Fol i o: 93 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 93 94 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.4 c r = 25% n = 6 years V0 = $7320 V6 = 7320 n 1− ( = 7320(0.75)6 = $1302.80 25 100 ) 6 Depreciation = $7320 − $1302.80 = $6017.20 14 a r = 30% n = 5 years V0 = $685 30 V5 = 685 1 − ( 100 ) = 685(0.7)5 = $115.13 5 Depreciation = $685 − $115.13 = $569.87 b r = 30% n = 4 years V0 = $32 500 30 V4 = 32 500 1 − ( 100 ) = 32 500(0.7)4 = $7803.25 4 Depreciation = $32 500 − $7803.25 = $24 696.75 c r = 30% n = 3 years V0 = $1075 30 V3 = 1075 1 − ( 100 ) = 1075(0.7)3 = $368.73 3 Depreciation = $1075 − $368.73 = $706.27 15 n = 7 years V0 = $3000 r = 25% 25 V7 = 3000 1 − ( 100 ) = 3000(0.75)7 = $400.45 7 Depreciation = $3000 − $400.45 = $2599.55 The correct answer is D. 16 V0 = $17 500 r = 20% n = 15 years P df_Fol i o: 94 25 900 = 4500 1 − ( 100 ) 900 = 4500(0.75)n 900 0.75n = 4500 0.75n = 0.2 Using CAS, n = 5.59 years = 6 years n 15 18 1500 = 7600 1 − ( 100 ) 1500 = 7600 (0.85)n 1500 0.85n = 7600 0.85n = 0.1974 Using CAS, n = 9.98 years = 10 years. 19 V0 = $1250 n = 3 years r = 60% 3 60 V3 = 1250 1 − ( 100 ) = 1250 (0.4)3 = $80 The correct answer is C. n 20 20 a 3000 = 40 000 1 − ( 100 ) 3000 = 40 000 (0.8)n 3000 0.8n = 40 000 0.8n = 0.075 Using CAS, n = 11.61 years 17 20 V15 = 17 500 1 − ( 100 ) = 17 500 (0.8)15 = $615.73 The correct answer is E. 15 30 b 500 = 3000 1 − ( 100 ) 500 = 3000(0.7)n 500 0.7n = 3000 0.7n = 0.1667 Using CAS, n = 5.02 years n 5.4 Exam questions 1 Only the 2nd and the 3rd recurrence relations indicate depreciation: • the 2nd because it is subtracting 2500 • the 3rd because Vn is being multiplied by a number less than zero. That is, 2 of the given recurrence relations indicate depreciation. The correct answer is C. 2 a V0 = 75 000 V1 = 75 000 − 3375 = 71 625 V2 = 71 625 − 3375 = 68 250 b i The constant decrease amount from the recurrence relation is the annual depreciation amount $3375. ii Let x represent the annual flat rate of depreciation. x % of $75 000 = $3375 x × 75 000 = 3375 100 solving for x, x = 4.5% p.a. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.5 c From the recurrence relation, R = 0.943 For the reducing balance method of depreciation, r , where r is the annual rate of depreciation. R=1− 100 r 0.943 = 1 − , solving for r 100 r = 5.7% p.a. 3 If the value of a car is reduced by 8% each year, then the value of a car each year will be 100% − 8% = 92% ∴ Cn+1 = 0.92Cn , where C0 = 26 000 The correct answer is A. 5.5 Modelling unit cost depreciation with a recurrence relation 5.5 Exercise 1 a V0 = 800 d = 0.35 Vn + 1 = Vn − 0.35n, V0 = 800 2 a P df_Fol i o: 95 Number of washes (n) Future value, Vn ($) 1 2 3 4 5 799.65 799.30 798.95 798.60 798.25 V0 = 1400 d = 0.65 Vn + 1 = Vn − 0.65n, V0 = 1400 b V1 = V0 − 0.65 = 1400 − 0.65 = 1399.35 V2 = V1 − 0.65 = 1399.35 − 0.65 = 1398.70 V3 = V2 − 0.65 = 1398.70 − 0.65 = 1398.05 V4 = V3 − 0.65 = 1398.05 − 0.65 = 1397.40 Hours of use (n) Future value, Vn ($) 1 2 3 4 5 1399.35 1398.70 1398.05 1397.40 1396.75 3 a Annual depreciation = 14 000 × 0.285 = $3990 b Total depreciation = 29 600 − 12 000 = $17 600 17 600 Useful life = 0.285 = 61 754 km 4 a Depreciation = distance × rate = distance × $0.25/km First year: distance = 64 000 km Depreciation = distance × $0.25/km = 64 000 × 0.25 = $16 000 Second year: distance = 56 000 km Depreciation = distance × $0.25/km = 56 000 × 0.25 = $14 000 b V1 = V0 − 0.35 = 800 − 0.35 = 799.65 V2 = V1 − 0.35 = 799.65 − 0.35 = 799.30 V3 = V2 − 0.35 = 799.30 − 0.35 = 798.95 V4 = V3 − 0.35 = 798.95 − 0.35 = 798.60 V5 = V4 − 0.35 = 798.60 − 0.35 = 798.25 V5 = V4 − 0.65 = 1397.40 − 0.65 = 1396.75 b Depreciation = $20 000 Depreciation = distance × $0.25/km 20 000 = distance × 0.25 20 000 distance = 0.25 = 80 000 km 5 a i Annual depreciation = 12 600 × 0.26 = $3276 ii Total depreciation = 25 000 − 10 000 = $15 000 15 000 ∴ Useful life = 0.26 = 57 692 km b i Annual depreciation = 13 700 × 0.216 = $2959.20 ii Total depreciation = 21 400 − 8000 = $13 400 13 400 Useful life = 0.216 = 62 037 km 6 a Annual depreciation = 15.340 × 0.23 = $3528.20 b Total depreciation = 32 000 − 9500 = $22 500 22 500 ∴ Useful life = 0.23 = 97 826 km Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 95 96 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.5 7 a Annual depreciation = 28 461 × 0.272 = $7741.39 b Total depreciation = 29 500 − 8200 = $21 300 21 300 ∴ Useful life = 0.272 = 78 309 km 1.50 8 a d1 = 620 000 × 1000 = $930 ∴ Depreciation in the first year is $930. 1.50 d2 = 540 000 × 1000 = $810 ∴ Depreciation in the second year is $810. b Total depreciation = 930 + 810 = $1740 ∴ Future value = 7200 − 1740 = $5460 9 a Vn+1 = Vn − 0.0025n, V0 = 11 300 b See table at the foot of the page*. 10 a Vn+1 = Vn − 0.025n, V0 = 14 750 b See table at the foot of the page*. 0.22 11 a d1 = 400 000 × 100 = $880 ∴ Depreciation in the first year is $880. 0.22 d2 = 480 000 × 100 = $1056 ∴ Depreciation in the second year is $1056. b Total depreciation after 2 years = 880 + 1056 = $1936 *9 b *10 b P df_Fol i o: 96 Time (years) Copies made per year 1 350 000 2 425 000 3 376 200 4 291 040 5 385 620 Time (years) Bottles corked per year 1 40 000 2 42 500 3 46 700 4 38 250 5 43 060 ∴ Future value = 8600 − 1936 = $6664 1.50 12 a d1 = 385 000 000 × 1 000 000 = $577.50 ∴ Depreciation in the first year is $577.50. 1.50 d2 = 496 000 000 × 1 000 000 = $744 ∴ Depreciation in the second year is $744. b Total depreciation = 577.50 + 744 = $1321.50 ∴ Future value = 38 000 − 1321.50 = $36 678.50 13 Depreciation = 13 690 × 0.216 = $2957.04 ∴ Future value = 25 900 − 2957.04 = $22 942.96 The correct answer is D. 14 a d1 = 15 620 × 0.248 = $3873.76 ∴ Depreciation at the end of first year is $3873.76. d2 = 16 045 × 0.248 = $3979.16 ∴ Depreciation at the end of second year is $3979.16. b Total depreciation = 3873.76 + 3979.16 = $7852.92 ∴ Future value = 32 600 − 7852.92 = $24 747.08 15 a d1 = 21 216 × 0.292 = $6195.07 ∴ Depreciation at the end of first year is $6195.07. Annual depreciation ($) 0.025 350 000 × = 875.00 10 0.025 = 1062.50 425 000 × 10 0.025 376 200 × = 940.50 10 0.025 291 040 × = 727.60 10 0.025 385 620 × = 964.05 10 Depreciation ($) 40 000 × 2.50 = 1000.00 100 2.50 42 500 × = 1062.50 100 2.50 46 700 × = 1167.50 100 2.50 38 250 × = 956.25 100 2.50 43 060 × = 1076.50 100 Future value at end of year, Vn ($) 11 300 − 875 = 10 425.00 10 425 − 1062.50 = 9362.50 9362.50 − 940.50 = 8422.00 8422 − 727.60 = 7694.40 7694.40 − 964.05 = 6730.35 Future value at end of year, Vn ($) 14 750 − 1000 = 13 750.00 13 750 − 1062.50 = 12 687.50 12 687.50 − 1167.50 = 11 520.00 11 520 − 956.25 = 10 563.75 10 563.75 − 1076.50 = 9487.25 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.5 d2 = 19 950 × 0.292 = $5825.40 ∴ Depreciation at the end of second year is $5825.40. b Total depreciation = 6195.07 + 5825.40 = $12 020.47 ∴ Future value = 35 099 − 12 020.47 = $23 078.53 30 000 16 a Depreciation rate = 2 000 000 = $0.15 = 15 cents per km 2 000 000 b Useful life = 1600 = 125 weeks = 2 years, 21 weeks c Vn = 30 000 − 0.15n 13 800 d Distance travelled = 0.15 = 92 000 km Depreciation = 160 000 × 0.15 = $24 000 ∴ Future value = 30 000 − 24 000 = $6000 f For every 20 000 km: Depreciation = 20 000 × 0.15 = $3000 e Distance, n (km) Future value ($) 0 20 000 40 000 60 000 80 000 100 000 120 000 140 000 160 000 180 000 200 000 30 000 27 000 24 000 21 000 18 000 15 000 12 000 9 000 6 000 3 000 0 17 See table at the foot of the page * 18 a i d = 35 000 × 0.10 = $3500 10 000 = 35 000 − 3500n 3500n = 35 000 − 10 000 3500n = 25 000 ∴ n = 7.14 ∴ Time taken = 8 years *17 P df_Fol i o: 97 Time (years) Distance travelled (km) 1 2 3 4 5 13 290 15 650 14 175 9674 16 588 ii r = 20% P = $35 000 Vn = $10 000 97 20 ∴10 000 = 35 000 1 − ( 100 ) 10 000 = 35 000(0.8)n 10 000 0.8n = 35 000 0.8n = 0.2857 Now 0.85 = 0.3277 0.86 = 0.2621 ∴ n = 6 by inspection ∴ Time taken = 6 years iii Total depreciation = 35 000 − 10 000 = $25 000 25 000 Distance travelled = 0.25 = 100 000 km 100 000 Time taken = 10 000 = 10 years The reducing balance method (6 years) enables the car to reach scrap value sooner than the flat rate (8 years) or unit cost method (10 years). b i Flat rate: Depreciation in the first year = 35 000 × 0.10 = $3500 ∴ Tax deduction in the first year is $3500. ii Reducing balance: 1 20 V1 = 35 000 1 − ( 100 ) = 35 000 (0.8)1 = $28 000 n Depreciation in the first year = 35 000 − 28 000 = $7000 ∴ Tax deduction in the first year is $7000. iii Unit cost: Depreciation in the first year = 10 000 × 0.25 = $2500 ∴ Tax deduction in the first year is $2500. c i Flat rate: Depreciation in the fifth year = 35 000 × 0.10 = $3500 ∴ Tax deduction in the fifth year is $3500. There is no change in the tax deduction in the first and fifth year. 13 290 × 0.236 = 3136.44 15 650 × 0.236 = 3693.40 14 175 × 0.236 = 3345.30 9674 × 0.236 = 2283.06 16 588 × 0.236 = 3914.77 Depreciation ($) Future value at end of year, Vn ($) 28 395 − 3136.44 = 25 258.56 25 258.56 − 3693.40 = 21 565.16 21 565.16 − 3345.30 = 18 219.86 18 219.86 − 2283.06 = 15 936.80 15 936.80 − 3914.77 = 12 022.03 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 98 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.6 ii Reducing balance: 20 V4 = 35 000 1 − ( 100 ) = 35 000 (0.8)4 = $14 336 20 V5 = 35 000 1 − ( 100 ) = 35 000 (0.8)5 = $11 468.80 4 5.6 Review 5.6 Exercise Multiple choice 5 ∴ Depreciation in the fifth year = 14 336 − 11 468.80 = $2867.20 ∴ Tax deduction in the fifth year is $2867.20. The deduction is $4132.80 ($7000 − 2867.20) less than in part b. iii Unit cost: Depreciation in the fifth year = 10 000 × 0.25 = $2500 ∴ Tax deduction in the fifth year = $2500 There is no change in the tax deduction in the first and fifth year. 19 Total depreciation = 8500 − 2000 = $6500 6500 ∴ Usage = 0.02 = 325 000 units The correct answer is E. 5000 20 Usage = 0.02 = 250 000 units The correct answer is B. 5.5 Exam questions 1440 = 28 800 [1 mark] 0.05 1440 b × 100 = 12% [1 mark] 12000 c Mn = 12 000 − 0.05 × n [1 mark] 2 depreciation by reducing balance – depreciation by unit cost = 26 166.24 3 k 45000 × 1 − − (30000 × 0.15) = 26166.24 ( 100 ) k = 12 The correct answer is B. 1 a 3 The rule for unit cost depreciation is Vn = V0 − nd, which gives the value of the asset after n outputs.d is the depreciation per output. Here: V0 = 30000, and when n = 3, V3 = 18480 30000 − 18480 d= 3 × 24000 d = 0.16 Therefore: Vn = 30000 − 0.16n The correct answer is E. 1 un+1 = un − 4, u0 = −6 u0 = −6 u1 = −6 − 4 = −10 u2 = −10 − 4 = −14 u3 = −14 − 4 = −18 u4 = −18 − 4 = −22 The sequence is −6, −10, −14, −18, −22. The correct answer is B. 2 Vn+1 = 3Vn − 2, V0 = 2 V0 = 2 V1 = 3 × 2 − 2 = 4 V2 = 3 × 4 − 2 = 10 V3 = 3 × 10 − 2 = 28 The sequence is 2, 4, 10, 28. The correct answer is C. 3 Vn+1 = 1.025Vn − 200, V0 = 10 000 On a calculator screen, type in 10 000, press ENTER/EXE. Type × 1.025 − 200, press ENTER/EXE 4 times. 10 000 10 000 × 1.025 − 200 10 050 × 1.025 − 200 10 101.25 × 1.025 − 200 10 153.78 × 1.025 − 200 10 000 10 050 10 101.25 10 153.78 10 207.62 The fifth term is 10 208 to the nearest whole number. The correct answer is D. 4 The first term is 4 and each successive term decreases by 2. Written as a recurrence relation this could be: un+1 = un − 2, u0 = 4 The correct answer is C. 5 The first term is −3 and each successive term is multiplied by −4. Written as a recurrence relation this could be: An+1 = −4An , A0 = −3 The correct answer is A. 6 Y0 = 54 000 Depreciation rate = 12% r 12 R=1− =1− = 0.88 100 100 Yn+1 = 0.88Yn , Y0 = 54 000 The correct answer is E. 7 B0 = 4000 Depreciation = 300 Bn+1 = Bn + 300, B0 = 4000 The correct answer is B. 8 Vn+1 = Vn − 500, V0 = 9500 — this is an example of a linear recurrence model of decay as each term decreases by the same amount. Pn+1 = 0.7Pn , P0 = 8000 — this is an example of a geometric recurrence model of decay as each term decreases (the multiplying factor is less than one) by a different amount. The correct answer is A. P df_Fol i o: 98 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.6 9 V0 = 8400 Depreciation rate = 12% r 12.5 R=1− =1− = 0.875 100 100 Vn+1 = 0.875Vn , V0 = 8400 The correct answer is D. 10 12 500 − 6500 = 6000 6000 =6 1000 It would take 6 years to reach a book value of $6500. The correct answer is C. Short answer 11 a un+1 = 4un − 3 u0 = −1 On a calculator screen, type in −1, press ENTER/EXE. Type × 4 − 3, press ENTER/EXE 4 times. −1 −1 × 4 − 3 −7 × 4 − 3 −31 × 4 − 3 −127 × 4 − 3 −1 −7 −31 −127 −511 The terms are −1, −7, − 31, −127, −511. b un+ 1 = 3 + 5un u0 = 0 On a calculator screen, type in 0, press ENTER/EXE. Type × 5 + 3, press ENTER/EXE 4 times. 0 0×5+3 3×5+3 18 × 5 + 3 93 × 5 + 3 0 3 18 93 468 The terms are 0, 3, 18, 93, 468. 12 a Let Mn be the number of club members at the beginning of the nth year, where n = 0, 1, 2, ... r 4 R=1− =1− = 0.96 100 100 Mn+1 = 0.96Mn + 20, M0 = 300 b M4 will be the number of members at the end of the 4th year. On a calculator screen, type in 300, press ENTER/EXE. Type × 0.96 + 20, press ENTER/EXE 4 times. 300 300 × 0.96 + 20 308 × 0.96 + 20 315.68 × 0.96 + 20 323.05 × 0.96 + 20 300 308 315.68 323.053 330.131 The membership at the end of 4 years is 330 members. 13 Cn+ 1 = 0.5Cn + 100 and C0 = 400 On a calculator screen, type in 400, press ENTER/EXE. Type × 0.5 + 100, press ENTER/EXE 4 times. P df_Fol i o: 99 400 400 × 0.5 + 100 300 × 0.5 + 100 250 × 0.5 + 100 225 × 0.5 + 100 C4 = 212.5 400 300 250 225 212.5 99 14 a R = 1 − r 8 =1− = 0.92 100 100 Pn+1 = 0.92Pn , P0 = 35 000 b Pn+1 = 0.92Pn , P0 = 35 000 On a calculator screen, type in 35 000, press ENTER/EXE. Type × 0.92, press ENTER/EXE 5 times. 35 000 35 000 × 0.92 32 200 × 0.92 29 624 × 0.92 27 254.1 × 0.92 25 073.75 × 0.92 35 000 32 200 29 624 27 254.1 25 073.75 23 067.85 Highlight the last value to round off correctly to 2 decimal places. The future value after 5 years is $23 067.85. 15 a 0.15 × 18 000 = 2700 The depreciation each year is $2700. b Method 1: On a calculator screen, type in 18 000, press ENTER/EXE. Type − 2700, press ENTER/EXE until the amount reaches $2000. 18 000 18 000 − 2700 15 300 − 2700 12 600 − 2700 9900 − 2700 7200 − 2700 4500 − 2700 18 000 15 300 12 600 9900 7200 4500 1800 It took 6 iterations for the future value to be 1800. It will take 6 years for the equipment to reach its scrap value. Method 2: Vn = V0 − nd 1800 = 18 000 − n × 2700 2700n = 16 200 16 200 n= =6 2700 It will take 6 years for the equipment to reach its scrap value. 16 a Year 1 2000 = 100 20 100 × 5.20 = 520 Depreciation in first year is $520. Year 2 2500 = 125 20 125 × 5.20 = 650 Depreciation in second year is $650. b 6500 − 520 − 650 = 5330 At the end of the second year, the value is $5330. Extended response 17 a Flat rate method: Depreciation = 0.15 × 150 000 = $22 500 per year. On a calculator screen, type in 150 000, press ENTER/EXE. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 100 TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.6 Type − 22 500, press ENTER/EXE 5 times. 150 000 150 000 − 22 500 127 500 − 22 500 105 000 − 22 500 82 500 − 22 500 60 000 − 22 500 150 000 127 500 105 000 82 500 60 000 37 500 Reducing balance method: On a calculator screen, type in 150 000, press ENTER/EXE. Type × 0.75, press ENTER/EXE 5 times. 150 000 150 000 × 0.75 112 500 × 0.75 84 375 × 0.75 63 281.25 × 0.75 47 460.94 × 0.75 150 000 112 500 84 375 63 281.25 47 460.94 35 595.70 Time (n) Future value ( flat rate) Future value (reducing balance) 0 1 2 3 4 5 6 150 000 127 500 105 000 82 500 60 000 37 500 15 000 150 000.00 112 500.00 84 375.00 63 281.25 47 460.94 35 595.70 26 696.80 b Based on the depreciation table, the reducing balance future value becomes greater than the flat rate future value after 6 years. 18 a V0 = 60 000 r d = V0 × 100 12 = 60 000 × 100 = 7200 Vn+1 = Vn − d Vn+1 = Vn − 7200, V0 = 60 000 b V0 = 60 000, d = 7200 Vn = V0 − d × n Vn = 60 000 − 7200n c n=5 Vn = 60 000 − 7200n V5 = 60 000 − 7200 × 5 = 24 000 Therefore, book value after 5 years is $24 000. Total depreciation after 5 years = $60 000 − $24 000 = $36 000 d Depreciation = 25 000 × 5 × 0.30 = $37 500 Therefore, book value after 5 years = 60 000 − 37 500 = $22 500 e V0 = 60 000, r = 16, n = 5 r R=1− 100 16 =1− 100 = 0.84 Vn = V0 Rn V5 = 60 000 × 0.845 = 25 092.72 Therefore, future value after 5 years is $25 092.72. Total depreciation = V0 − V5 = 60 000 − 25 092.72 = 34 907.28 f Flat rate: total depreciation = $36 000 Unit cost: total depreciation = $37 500 Reducing balance: total depreciation = $34 907.28 Therefore, unit cost depreciation gives greatest depreciation over the 5-year period. 5.6 Exam questions 1 Vn+1 = 2480 + 45(n + 1) = 2480 + 45n + 45 Note that Vn = 2480 + 45n and V0 = 2480. Therefore, V0 = 2480, Vn+1 = Vn + 45. The correct answer is C. 2 a V1 = 0.9 × 60000 = 54000 [1 mark] V2 = 0.9 × 54000 = $48600 b 1 − 0.9 = 0.1 or 10% [1 mark] c 0.9n × 60000 < 20000 Solve on your CAS calculator: n = 10.427 … Phil will replace these tools after 10 years, or sometime in the 11th year. [1 mark] d 8% × 60000 = 4800 Vn+1 = Vn − 4800, where V0 = 60 000 It could also be written as Vn + 1 = Vn − 0.08 V0 , where V0 = 60 000 [1 mark] Responses generally used the notation well, but many wrote a recurrence relation reflective of reducing balance depreciation rather than flat rate. A few wrote both a recurrence relation and a rule with Vn in terms of n which could not be accepted. 3 In the 4 years, the printer prints 1920 × 4 = 7680 pages. Let Vn = 680 − 7680n, Where n represents the depreciation amount per page Solve 125 = 680 − 7680n (use CAS) n = 0.072265 ($ per page) ≃ 7 cents Although this was a standard application of unit-cost depreciation, almost half of the students were unable to determine the depreciation per page printed as required. The correct answer is E. P df_Fol i o: 100 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 5 Modelling depreciation of assets using recursion • EXERCISE 5.6 4. It is linear depreciation, so it must be flat rate or unit cost depreciation. The gradient is in dollars per kilometre travelled and is worked out using the coordinates (0, 35 000) and (20 000, 30 000): 35 000 − 30 000 m= 0 − 20 000 = −$0.25/km The correct answer is D. 5. Amount lost in four years = 18 000 − 5000 = 13 000 13 000 Therefore, each year $ was lost in value. 4 After one year: 13 000 Value = 18 000 − 4 18 000 − 5000 = 18 000 − ( ) 4 The correct answer is B. P df_Fol i o: 101 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 101 102 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.2 Topic 6 — Modelling compound interest investments and loans using recursion 6.2 Simple interest 6.2 Exercise 1 a This is a flat rate recurrence model. V0 = 1020, r = 8.5 8.5 × 1020 = 86.7 100 The account grows by $86.70 per year. Vn+1 = Vn + 86.70, V0 = 1020 b Using your calculator, type 1020, press ENTER/EXE, then type +86.7 and press ENTER 5 times. 1020 1020 1020 + 86.7 1106.7 1106.7 + 86.7 1193.4 1193.4 + 86.7 1280.1 1280.1 + 86.7 1366.8 1366.8 + 86.7 1453.5 At the end of 5 years, the investment is $1453.50. 2 a This is a flat rate recurrence model. B0 = 713, r = 6.75 6.75 × 713 = 48.13 100 The account grows by $48.13 per year. Bn+1 = Bn + 48.13, B0 = 713 b Using your calculator, type 713, press ENTER/EXE, then type + 48.13 and press ENTER 5 times. 713 713 713 + 48.13 761.13 761.13 + 48.13 809.26 809.26 + 48.13 857.39 857.39 + 48.13 905.52 905.52 + 48.13 953.65 At the end of 5 years, the investment is $953.65. 3 a This is a flat rate recurrence model. A0 = 1500, r = 12.5 12.5 × 1500 = 187.50 100 The account grows by $187.50 per year. An+1 = An + 187.50, A0 = 1500 b Using your calculator type 1500, press ENTER/EXE, then type +187.50 and press ENTER twice. 1500 1500 + 187.50 1687.50 + 187.50 1500 1687.50 1875 At the end of 2 years, the investment is $1875. c Total interest = 1875 – 1500 = $375 4 a This is a flat rate recurrence model. A0 = 2400, r = 5.5 5.5 × 2400 = 132 100 The account grows by $132 per year. An+1 = An + 132, A0 = 2400 b The account grows by $132 p.a., so in 1.5 years the interest will be 2 × 132 + 66 = 330. Total amount = 2400 + 330 = $2730 c Interest from part b = $330 5 a This is a flat rate recurrence model. A0 = 680, r = 5 5 × 680 = 34 100 The account grows by $34 per year. An+1 = An + 34, A0 = 680 680 680 + 34 714 + 34 748 + 34 782 + 34 680 714 748 782 816 The value of the investment at the end of 4 years is $816. b This is a flat rate recurrence model. A0 = 13 000, r = 7.5 7.5 × 13 000 = 975 100 The account grows by $975 per year. An+1 = An + 975, A0 = 13 000 13 000 13 000 + 975 13975 + 975 14950 + 975 13 000 13 975 14 950 15 925 The value of the investment at the end of 3 years is $15 925. 6 a V0 = 10 500, n = 5 Vn = V0 + nd d = 0.065 × 10 500 = 682.50 Vn = 10 500 + 5 × 682.50 = 13 912.50 The account balance after 5 years was $13 912.50. P df_Fol i o: 102 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.2 b n 0 1 2 3 4 5 9 A3 − A2 = 3530.50 − 3377 = 153.50 Vn 10 500 11 182.50 11 865 12 547.50 13 230 13 912.50 Amount invested Vn 14 500 13 500 12 500 11 500 10 500 0 1.0 2.0 3.0 4.0 Time in years 5.0 n 7 a For an initial investment of $6200, the building society is offering a flat rate of interest set at $565 per annum. r × 6200 = 565 b 100 565 × 100 r= 6200 = 9.11 The interest rate is 9.11% p.a. 8 a V0 = 1500, n = 5 Vn = V0 + nd d = 0.1225 × 1500 = 183.75 Vn = 1500 + 5 × 183.75 = 2418.75 After 5 years, Silvio’s return from the bond is $2418.50. b n V n 0 1 2 3 4 5 1500 1683.75 1867.50 2051.25 2235 2418.50 Amount invested I = 4 × 90 = 360 Interest charged is $360. b V0 = 7500, r = 12%, n = 3 d = 0.12 × 7500 = 900 I = 3 × 900 = 2700 Interest earned is $2700. c V0 = 250, r = 1.75 × 12 = 21% p.a., n = 2.5 d = 0.21 × 250 = 52.5 6.2 Exam questions 2200 1900 1600 0 A2 − A1 = 3377 − A1 = 153.50 A1 = 3377 − 153.50 = 3223.5 A0 = 3223.5 − 153.50 = 3070 The amount invested was $3070. 10 0.05 × 3000 = 150 $150 interest earned per annum 450 =3 150 Carol should invest her money for 3 years. 11 $800 of interest is paid. 800 = 160 5 Interest paid per year = $160 r × 1000 = 160 100 r = 16% The correct answer is B. 12 a V0 = 690, r = 12%, n = 4 d = 0.12 × 750 = 90 I = 2.5 × 52.5 = 131.25 Interest earned is $131.25. Vn 2500 P df_Fol i o: 103 1.0 103 2.0 3.0 4.0 Time in years 5.0 n 1 Interest = (1.00485 × 3000) − 3000 = $72.69 The correct answer is D. 2 From the graph, the value of investment increases by the same amount each year. This is simple interest investment with P = 1000, I = 200 and n = 4. 100I 100 × 200 r= = = 5%p.a. pn 1000 × 4 For the other investment, r = 5, n = 8 and I = 600. 100I 100 × 600 P= = = $1500 rn 5×8 The correct answer is C. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 104 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.3 3 I= V0 rn 100 where n = 5, I = 1800 and r = 4.5 4.5 1800 = 5 × V0 × 100 V0 = $8000 The correct answer is D. 6.3 Compound interest as a geometric recurrence relation 6.3 Exercise 1 a V0 = 7500 r=6 6 R=1+ = 1.06 100 Vn+1 = 1.06Vn , V0 = 7500, where V is the amount invested and n is the number of years after the initial investment. b 7500 7500 7500 × 1.06 7950 × 1.06 8427 × 1.06 8932.62 × 1.06 7950 8427 8932.62 9468.58 At the end of 4 years, the amount invested is $9468.58. 2 a V0 = 3250 r = 7.5 7.5 R=1+ = 1.075 100 Vn+1 = 1.075Vn , V0 = 3250, where V is the amount invested and n is the number of years after the initial investment. b 3250 3250 3250 × 1.075 3493.75 × 1.075 3755.78 × 1.075 4037.46 × 1.075 4340.37 × 1.075 3493.75 3755.78 4037.46 4340.27 4665.80 At the end of 5 years, the amount invested is $4665.80. 3 a V0 = 600 r = 6% p.a. 6 = 12 = 0.5% per month 0.5 R=1+ = 1.005 100 Vn+1 = 1.005Vn , V0 = 600, where V is the amount invested and n is the number of months after the initial investment. b 600 600 600 × 1.005 603 × 1.005 606.02 × 1.005 609.05 × 1.005 612.09 × 1.005 615.15 × 1.005 603 606.02 609.05 612.09 615.15 618.23 At the end of 6 months, the amount invested is $618.23. 4 a V0 = 2500 P df_Fol i o: 104 r = 12% p.a. 12 = 12 = 1% per month R=1+ 1 = 1.01 100 Vn+1 = 1.01Vn , V0 = 2500, where V is the amount borrowed and n is the number of months after the initial loan. b At the end of 6 months, the total amount of the loan is $2550.25. 2500 2500 × 1.01 2525 × 1.01 2500 2525 2550.25 The interest owing is $50.25. 5 The initial amount is multiplied by 1.05, so the compound interest rate per annum is 5%. The correct answer is B. 5 6 Interest earned = × 3000 = $150 100 The correct answer is C. 7 Balance at the end of the first year = 3000 + 150 = $3150 The correct answer is D. 8 Vn+1 = Vn ( 1+ V1 = 25 000 × 4.7 2 100 ) , V0 = $25 000 1+ 4.7 2 1+ 4.7 2 100 ) ( = 25 587.50 First period interest is 25 587.50 − 25 000 = $587.50 V2 = 25 587.50 × ( 100 ) = 26188.81 Second period interest is 26 188.81 − 25 587.50 = $601.31 Difference in payments is 601.31 − 587.50 = $13.81 The correct answer is A. 5 9 Interest earned = × 3150 = $157.50 100 The correct answer is D. 10 Compound interest grows with each compounding period, so the interest in the fourth year must be greater than the interest in the third year. The correct answer is E. 11 V ($) Interest ($) V ($) n 5750 B 6706.80 7243.34 F A% of 5750 = 460 8% of C = 496.80 8% of 6706.80 = 536.54 8% of 7243.34 = 579.47 8% of 7822.81 = 625.82 A = 8% 8 × 5750 = 460 100 B = 5750 + 460 = $6210 C = B = 6210 D = 6210 + 496.80 = $6706.80 E = F = 7243.34 + 579.47 = $7822.81 n+1 6210 D 7243.34 E 8448.63 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.4 12 Vn ($) Interest ($) 12 000 12 900 C 14 907.56 E 7.5% of 12 000 = 900 7.5% of 12 900 = A 7.5% of 13 867.50 = 1040.06 7.5% of 14 907.56 = 1118.07 7.5% of 16 025.63 = 1201.92 Vn ($) Vn+1 ($) 7.5 × 12 900 = $967.50 100 B = 12 900 + 967.50 = $13 867.50 C = B = 13 867.50 D = 14 907.56 + 1118.07 = $16 025.63 E = D = $16 025.63 F = 16 025.63 + 1201.92 = $17 227.55 6.5 13 Interest rate per month = = 0.542% 12 A= 5500 5529.81 5559.78 5589.92 5620.21 Vn+1 ($) 12 900 B 14 907.56 D F 1.00 542 × 5500 = 5529.81 1.00 542 × 5529.81 = 5559.78 1.00 542 × 5559.78 = 5589.92 1.00 542 × 5589.92 = 5620.21 1.00 542 × 5620.21 = 5650.67 The value of the investment at the end of 5 months is $5650.67. 14 a V0 = 15 000 r = 1.2% per month 1.2 R=1+ = 1.012 100 Vn+1 = 1.012Vn , V0 = 15 000, where V is the amount owing and n is the number of months after the account due date. b 15 000 15 000 15 000 × 1.012 15 180 × 1.012 15 362.1 × 1.012 15 180 15 362.16 15 546.51 At the end of 2 months, the total amount of the account is $15 546.51. Interest = 15 546.51 − 15 000 = $546.51 15 Geometric sequences grow or decay by the same factor; linear sequences grow and decay by the same amount. These sequences change by factors of 0.95 and 1.15 respectively so they are both geometric sequences. The first sequence has a factor less than 1, so it is a model of decay; the second has a factor greater than 1, so it is a model of growth. The correct answer is D. 1.5 × 200 100 = 200 + 3 = $203 [1 mark] VCAA Assessment Report note: Many students did not read that the given interest rate was per month, so $200.25 was a common incorrect answer. r b A0 = 428 An+1 = R × An , where R = 1 + 100 1.5 R=1+ 100 = 1.015 An+1 = 1.015 × An A0 = 428, Award 1 mark for stating A0 = 428, 1 mark for An+1 = 1.015 × An . VCAA Assessment Report note: Many students did not write a recurrence relation in the required form. A recurrence relation has the initial value written first. The name of the variable needed to be consistent in the recurrence relation. Some students did not recognise the difference between the recurrence relation above and the rule An = 428 × 1.015n . c A0 = 428 A1 = 1.015 × 428 = 434.42 A2 = 1.015 × 434.42 = 440.9363 A3 = 1.015 × 440.9363 = 447.5503445 A4 = 1.015 × 447.5503445 ≃ 454.2635997 After 4 months, Lily pays $454.26. The interest charged is 454.26 − 428 = $26.26. [1 mark] VCAA Assessment Report note: Some students who answered parts a. and b. correctly gave $454.26 as the answer here, which was the total amount Lily was charged rather than the interest. An answer to the nearest (one) cent was required, not the nearest five or 10 cents. Payment = 200 + 3 V0 = $25000 4.8 4.8 V1 = V0 1 + = 25000 1 + = $26200 ( ( 100 ) 100 ) [1 mark] 4.8 4.8 V2 = V1 1 + = 26200 1 + = $27457.60 ( ( 100 ) 100 ) 4.8 4.8 V3 = V2 1 + = 27457.60 1 + = $28775.56 ( ( 100 ) 100 ) [1 mark] 6.4 Compound interest using a rule 6.3 Exam questions P df_Fol i o: 105 1 The interest rate is the number found in front of Vx . 1.01 means 101% = 100% + 1%, so the interest rate, per annum, is 1%. The correct answer is C. 2 a Marcus pays the $200 owing plus 1.5% of the amount owed as interest. 105 6.4 Exercise 1 a Vn = V0 (1 + r n 100 ) 7.5 V5 = 2500 1 + ( 100 ) 5 b V5 = $3589.07, I = 3589.07 − 2500 = $1089.07 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.4 106 2 Vn = V0 (1 + r n 100 ) 5.25 = 6750 1 + ( 100 ) = $9657.36 6 7 V0 = 8 7 a Amount Vn = 500 1 + ( 100 ) = 500(1.08)2 = $583.20 12 Balance 7.5 c Amount Vn = 3600 1 + ( 100 ) = 3600(1.075)3 = $4472.27 1 2 3 4 5 6 7 8 9 10 11 12 Quarter x Even though it is difficult to see on the graph, the graph is exponential. 4 a n = 2 × 12 = 24 5.5% b r% = 12 = 0.4583% r n c V n = V 0 (1 + 100 ) 0.4583 = 7500 1 + ( 100 ) = $8369.92 Balance 5 2 4 6 8 10 12 14 16 18 20 22 24 Months n Even though it is difficult to see on the graph, the graph is exponential. r n Vn = V0 (1 + 100 ) ( ) 5000 = V0 1 + 4 100 ] [ 7.5 5000 = V0 (1.018 75)20 P df_Fol i o: 106 24 Vn 8500 8300 8100 7900 7700 7500 V0 = 2 13 b Amount Vn = 1000 1 + ( 100 ) = 1000(1.13)4 = $1630.47 y 5200 5050 4900 4750 4600 4450 4300 4150 4000 0 7×12 6300 (1.004 583)84 V0 = $4290.73 1.75 = 4200 1 + ( 100 ) = $5172.05 d ( ) 6300 = V0 1 + 12 100 ] [ 6300 = V0 (1.004 583)84 r n c V n = V 0 (1 + 100 ) 0 r n 100 ) 5.5 3 a n=3×4 = 12 7% b r% = 4 = 1.75% d V n = V 0 (1 + 5000 (1.018 75)20 V0 = $3448.40 5×4 4 3 5.25 d Amount Vn = 2915 1 + ( 100 ) = 2915(1.0525)5 = $3764.86 5 8 a i V0 = 2000 r = 7.5 7.5 R=1+ 100 = 1.075 Hence Vn + 1 = 1.075Vn , V0 = 2000 V1 = 1.075V0 = 1.075 × 2000 = 2150 The balance after 1 year is $2150. ii I = Vn − V0 = 2150 − 2000 = 150 The interest earned is $150. b i V0 = 2000 r = 7.5 7.5 R=1+ 100 = 1.075 Hence Vn + 1 = 1.075Vn , V0 = 2000 V1 = 1.075V0 = 1.075 × 2000 = 2150 V2 = 1.075V1 = 1.075 × 2150 = 2311.25 The balance after 2 years is $2311.25. ii I = Vn − V0 = 2311.25 − 2000 = 311.25 The interest earned is $311.25. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.4 c i V0 = 2000 r = 7.5 7.5 R=1+ 100 = 1.075 Hence Vn + 1 = 1.075Vn , V0 = 2000 V1 = 1.075V0 = 1.075 × 2000 = 2150 V2 = 1.075V1 = 1.075 × 2150 = 2311.25 V3 = 1.075V2 = 1.075 × 2311.25 = 2484.59 … V4 = 1.075V3 = 1.075 × 2484.59 … = 2670.93 … V5 = 1.075V4 = 1.075 × 2670.93 … = 2871.25 … V6 = 1.075V5 = 1.075 × 2871.25 … = 3086.60 (2 d.p.) The balance after 6 years is $3086.60. ii I = Vn − V0 = 3086.60 − 2000 = 1086.60 The interest earned is $1086.60. 9 a n=5 b n=5×4 = 20 c n=4×2 =8 d n = 6 × 12 = 72 1 e n=4 ×2 2 =9 9 f n=3 ×4 12 = 3.75 × 4 = 15 6 10 a r = 4 = 1.5% per quarter 4 b r= 2 = 2% per half-yearly 18 c r= 12 = 1.5% per month 7 d r= 4 = 1.75% per quarter 11 a V0 = 1500 r=8 n=2 R=1+ 8 100 = 1.08 Vn = V0 Rn = 1500(1.08)2 = 1749.60 b V0 = 1500 8 r= 4 =2 R=1+ 2 100 = 1.02 n=8 Vn = V0 Rn = 1500(1.02)8 = 1757.49 c V0 = 1500 8 r= 12 2 = 3 R=1+ 151 = 150 2 3 100 n = 24 Vn = V0 Rn = 1500 151 ( 150 ) = 1759.33 24 d V0 = 1500 8 r= 52 R=1+ 8 52 100 5 208 = 5 200 n = 52 × 2 = 104 Vn = V0 Rn 104 5 208 = 1500 ( 5 200 ) = 1760.05 e The balance increases as the number of compounding periods become more frequent. 12 a n = 3 × 12 = 36 months 7 r= 12 = 0.583 33% per month V0 = $2600 P df_Fol i o: 107 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 107 108 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.4 Amount Vn = 2600 1 + ( 0.583 33 100 ) 36 = 2600(1.005 833 3)36 = $3205.60 Amount accrued = $3205.60 − $2600 = $605.60 b n = 4 × 12 = 48 months 8 r= 12 = 0.666 67 V0 = $3500 Amount Vn = 3500 1 + ( 0.259 62 Amount Vn = 12 000 1 + ( 100 ) = 12 000(1.002 596 2)117 = $16 252.85 117 0.666 67 100 ) 48 = 3500(1.006 666 7)48 = $4814.84 Amount accrued = $4814.84 − $3500 = $1314.84 1 c n = 5 × 26 2 = 143 11 r= 26 = 0.423 08 V0 = $960 0.423 08 Amount Vn = 960 1 + ( 100 ) = 960(1.004 230 8)143 = $1755.77 143 Amount accrued = $1755.77 − $960 = $795.77 d n = 5 × 52 = 260 weeks 7.3 r= 52 = 0.140 38% per week V0 = $2370 0.140 38 Amount Vn = 2370 1 + ( 100 ) 260 Amount accrued = $3413.10 − $2370 = $1043.10 0.041 78 Amount Vn = 4605 1 + ( 100 ) = 4605(1.000 417 8)730 = $6246.82 Amount accrued = $16 252.85 − $12 000 = $4252.85 The correct answer is B. 4 9 15 a 5000 = V0 1 + ( 100 ) 5000 = V0 (1.09)4 5000 V0 = (1.09)4 = $3542.13 8.2 b 2600 = V0 1 + ( 100 ) 2600 = V0 (1.082)3 2600 V0 = (1.082)3 = $2052.54 1.5 c 3550 = V0 1 + ( 100 ) 3 12 3550 = V0 (1.015)12 3550 V0 = (1.015)12 = $2969.18 = 2370(1.001 403 8)260 = $3413.10 e n = 2 × 365 = 730 days 15.25 r= 365 = 0.041 78% per day V0 = $4605 Amount accrued = $6246.82 − $4605 = $1641.82 13 The greatest return occurs when the interest is compounded more regularly, i.e. fortnightly. The correct answer is E. 1 14 n = 4 × 26 2 = 117 fortnights 6.75 r= 26 = 0.259 62% per fortnight V0 = $12 000 0.8 d 6661.15 = V0 1 + ( 100 ) 36 6661.15 = V0 (1.008)36 6661.15 V0 = (1.008)36 = $5000 16 a n = 4 × 2 =8 9.5 r= 2 = 4.75% per 6 months Vn = $3000 730 P df_Fol i o: 108 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.5 4.75 ∴ 3000 = V0 1 + ( 100 ) 8 3000 = V0 (1.0475)8 3000 V0 = (1.0475)8 = 2069.61 $2069.61 is the required principal. b n=3×4 = 12 quarters 9 r= 4 = 2.25% per quarter Vn = $2000 2.25 ∴ 2000 = V0 1 + ( 100 ) 12 2000 = V0 (1.0225)12 2000 V0 = (1.0225)12 = 1531.33 $1531.33 is the required principal. 1 c n=5 ×4 4 = 21 quarters 8.7 r= 4 = 2.175% per quarter Vn = $5600 2.175 ∴ 5600 = V0 1 + ( 100 ) 21 5600 = V0 (1.021 75)21 5600 V0 = (1.021 75)21 $3564.10 is the required principal. 1 d n = 4 × 12 4 = 51 months 15 r= 12 = 1.25% per month Vn = $10 000 For part c: Interest accrued = $5600 − $3564.10 = $2035.90 For part d: Interest accrued = $10 000 − $5307.05 = $4692.95 6.4 Exam questions 1 A = p (1 + r n 0.279 166 7 = 1200 1 + ) ( 100 ) 100 = $1283.03 2×12 I=A−P = $1283.03 − $1200 = $83.03 The correct answer is E. 2 A after 1 quater = PRn 1 4.25/4 + 500 = 6000 1 + ( 100 ) = 6563.75 A after 2nd quater = PRn 1 4.25/4 + 500 = 6563.75 1 + ( 100 ) = 7133.49 A after 3rd quater = PRn 1 4.25/4 = 7133.49 1 + + 500 ( 100 ) = 7709.28 The correct answer is D. 3 Substituting the known values, the recurrence relation becomes: V2 = V1 1 + 12 100 ) ( = V1 (1.0025) ⇒ 7035.04 = V1 (1.0025) Rearrange to find the value of V1 : 7035.04 V1 = (1.0025) = 7017.496 Repeat the process to find V0 : V1 = V0 (1.0025) ⇒ 7017.496 = V0 (1.0025) 7017.496 V0 = 1.0025 = $7000 Therefore the initial investment was $7000. The correct answer is B. 1.25 ∴ 10 000 = V0 1 + ( 100 ) 51 10 000 = V0 (1.0125)51 10 000 V0 = (1.0125)51 = 5307.05 $5307.05 is the required principal. e For part a: Interest accrued = $3000 − $2069.61 = $930.39 For part b: Interest accrued = $2000 − $1531.33 = $468.67 109 3 6.5 Calculating rate or time for compound interest 6.5 Exercise 1 Vn = V0 Rn 5000 = 4000R2×4 5000 = R8 4000 P df_Fol i o: 109 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 110 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.5 R= 1+ ∴ r = 6.99% per 6 months ∴ Annual rate = 6.99 × 2 = 13.98% 1 5 8 (4) 5 8 r = 100 ( 4 ) 1 r 5 = −1 100 ( 4 ) r = 0.028 285 594 100 r = 2.828 559 4% per quarter r ≈ 11.31% per annum 1 8 2 Vn = V0 Rn 10 000 = 7500R3×12 10 000 = R36 7500 R= 1+ V0 = $12 000 Vn = $15 000 ∴ 15 000 = 12 000 (1 + r 16 15 000 (1 + 100 ) = 12 000 1+ 1 r 15 16 = ( 100 12 ) 1 r 15 16 = −1 ( 100 12 ) r = 0.014044 100 r = 1.404% per quarter ∴ Annual rate = 1.404 × 4 = 5.62% 1 5 a n = 2 × 12 2 = 30 months 1 1 36 1 n=6×4 = 24 quarters 15.5 r= 4 = 3.875% per quarter Vn = $24 000 V0 = $25 000 Vn = $40 000 ∴ 40 000 = 25 000 (1 + 3.875 ∴ 24 000 = V0 1 + ( 100 ) 24 000 = V0 (1.038 75)24 24 000 V0 = (1.038 75)24 = 9637.10 The correct answer is B. r 30 40 000 (1 + 100 ) = 25 000 r 30 100 ) r 30 40 (1 + 100 ) = 25 24 4 a n=3×2 =6 V0 = $2000 Vn = $3000 r 30 × 30 40 30 = (1 + 100 ) ( 25 ) 1 1+ 1 r 40 30 = 100 ( 25 ) 1 r 40 30 = −1 100 ( 25 ) r = 0.015 79 100 r = 1.58% per month Annual rate = 0.015 79 × 12 = 18.95% 1 b n = 4 × 26 2 = 117 fortnights 1 ∴ 3000 = 2000 (1 + r 6 3000 (1 + 100 ) = 2000 r 6×6 3 6 = (1 + 100 ) (2) 1 1+ 1 1 4 36 (3) 4 r = 100 ( 3 ) r 16 100 ) r 16 × 16 15 16 = (1 + 100 ) ( 12 ) 4 36 r = −1 100 ( 3 ) r = 0.008 023 183 100 r = 0.802 318 3% per month r ≈ 9.63% per annum 3 b n=4×4 = 16 quarters 1 r 3 6 = 100 ( 2 ) 1 r 3 6 = −1 100 ( 2 ) r ∴ = 0.0699 100 1 r 6 100 ) V0 = $43 000 Vn = $60 000 ∴ (1 + 60 000 = 43 000 (1 + r 117 60 000 = 100 ) 43 000 r 117 100 ) P df_Fol i o: 110 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.5 r 117 60 (1 + 100 ) = 43 r 117× 117 60 117 = (1 + 100 ) ( 43 ) 1 1 1+ r 60 117 = 100 ( 43 ) 1 r 60 117 = −1 100 ( 43 ) 1 r = 0.002 851 100 r = 0.2851% per fortnight Annual rate = 0.2851 × 26 = 7.41% c n = 2 × 52 = 104 weeks V0 = $1400 Vn = $1950 ∴ 1950 = 1400 (1 + r 104 1950 (1 + 100 ) = 1400 r 104 100 ) r 104 195 (1 + 100 ) = 140 (1 + r 104× 104 195 104 = ( 140 ) 100 ) 1 1 r 195 104 1+ = 100 ( 140 ) 1 r 195 104 = −1 100 ( 140 ) 1 r = 0.003 191 100 r = 0.3191% per week Annual rate = 0.3191 × 52 = 16.59% 6 n=4×4 = 16 quarters V0 = $2300 Vn = $3200 r 16 3200 = 2300 (1 + 100 ) r 16 3200 (1 + 100 ) = 2300 r 16 × 16 32 16 = (1 + 100 ) ( 23 ) 1 1+ 1 r 32 16 = ( 100 23 ) 1 r 32 16 = −1 100 ( 23 ) r = 0.020 85 100 r = 2.085% per quarter Annual rate = 2.085 × 4 = 8.34% The correct answer is C. 1 P df_Fol i o: 111 111 7 Using CAS: N∶ unknown I%∶ 7 PV∶ − 3000 PMT∶ 0 FV∶ − 4500 P/Y∶ 1 C/Y∶ 1 n = 5.992 805 314 years n ≈ 6 years 8 Using CAS: N∶ unknown I%∶ 7.5 PV∶ − 7300 PMT∶ 0 FV∶ 10 000 P/Y∶ 1 C/Y∶ 1 n = 4.351 602 128 years n ≈ 5 years 9 Using CAS: N∶ unknown I%∶ 9 PV∶ − 4700 PMT∶ 0 FV∶ 6100 P/Y∶ 4 C/Y∶ 4 n = 11.717 713 58 quarters n ≈ 12 quarters n ≈ 3 years 10 Using CAS: N∶ unknown I%∶ 15 PV∶ − 3800 PMT∶ 0 FV∶ 6300 P/Y∶ 4 C/Y∶ 4 n = 13.732 518 49 quarters n ≈ 14 quarters 1 n ≈ 3 years 2 11 a Using CAS: N∶ unknown I%∶ 8 PV∶ − 2000 FV∶ 3173.75 P/Y∶ 1 C/Y∶ 1 n = 6.000 000 554 years n ≃ 6 years Note: As the required time is almost exactly 6 years, in this instance we round down instead of up. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 112 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.5 b Using CAS: N∶ unknown I%∶ 6 PV∶ − 9250 FV∶ 16 565.34 P/Y∶ 1 C/Y∶ 1 n = 9.999 998 764 n ≈ 10 years 12 a Using CAS: N∶ unknown I%∶ 7 PV∶ − 850 FV∶ 1000 P/Y∶ 1 C/Y∶ 1 n = 2.402 042 209 years n ≈ 3 years b Using CAS: N∶ unknown I%∶ 13.25 PV∶ − 12 000 FV∶ 20 500 P/Y∶ 1 C/Y∶ 1 n = 4.303 854 847 years n ≈ 5 years n 3 13 a 2100 = 1200 1 + ( 100 ) 2100 = 1200(1.03)n 2100 1.03n = 1200 1.03n = 1.75 log10 (1.03)n = log10 (1.75) n log10 (1.03) = log10 (1.75) log10 (1.75) n= log10 (1.03) n = 18.9 half years Required time = 19 half years 1 = 9 years 2 n 2.5 b 13 500 = 8300 1 + ( 100 ) 13 500 = 8300(1.025)n 13 500 1.025n = 8300 1.025n = 1.6265 log10 (1.025)n = log10 (1.6265) n log10 (1.025)n = log10 (1.6265) log10 (1.6265) n= log10 (1.025) n = 19.75 quarters Required time = 20 quarters = 5 years 1 c 16 900 = 9600 1 + ( 100 ) 16 900 = 9600(1.01)n 16 900 1.01n = 9600 1.01n = 1.7604 n log10 (1.01)n = log10 (1.7604) n log10 (1.01) = log10 (1.7604) log10 (1.7604) n= log10 (1.01) n = 56.84 months Required time = 57 months 3 = 4 years 4 n 0.25 14 a 24 000 = 16 750 1 + ( 100 ) 24 000 = 16 750(1.0025)n 24 000 1.0025n = 16 750 1.0025n = 1.4328 log10 (1.0025)n = log10 (1.4328) n log10 (1.0025) = log10 (1.4328) log10 (1.4328) n= log10 (1.0025) n = 144.03 fortnights Required time = 145 fortnights = 5 years 15 fortnights 8 b r= 4 = 2% per quarter V0 = $7800 Vn = $10 000 2 10 000 = 7800 1 + ( 100 ) 10 000 = 7800(1.02)n 10 000 1.02n = 7800 1.02n = 1.2821 log10 (1.02)n = log10 (1.2821) n log10 (1.02) = log10 (1.2821) log10 (1.2821) n= log10 (1.02) n = 12.55 Required time = 13 quarters 1 = 3 years 4 11 c r= 4 = 2.75% per quarter n V0 = $800 Vn = $1900 P df_Fol i o: 112 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.5 2.75 1900 = 800 1 + ( 100 ) 1900 = 800(1.0275)n 1900 1.0275n = 800 1.0275n = 2.375 log10 (1.0275)n = log10 (2.375) n log10 (1.0275) = log10 (2.375) log10 (2.375) n= log10 (1.0275) 0.6667 1700 = 1400 1 + ( 100 ) 1700 = 1400(1.006 667)n 1700 1.006 667n = 1400 1.006 667n = 1.2143 log10 (1.006 667)n = log10 (1.2143) n log10 (1.006 667) = log10 (1.2143) log10 (1.2143) n= log10 (1.006 667) n = 29.22 months n n = 31.88 quarters Required time = 32 quarters = 8 years 10.4 15 r = 4 = 2.6% per quarter V0 = $1600 Vn = $2200 2.6 2200 = 1600 1 + ( 100 ) 2200 = 1600(1.026)n 2200 = 1600(1.026)n 2200 1.026n = 1600 1.026n = 1.375 log10 (1.026)n = log10 (1.375) n log10 (1.026) = log10 (1.375) log10 (1.375) n= log10 (1.026) n = 12.41 quarters ∴ Required time = 13 quarters 1 = 3 years 4 6.5 16 r = 2 = 3.25% per half–yearly V0 = $6470 Vn = $9000 Required time = 30 months 1 = 2 years 2 9.6 b r= 26 = 0.3692% per fortnight V0 = $8000 Vn = $8000 + $4400 = $12 400 n 0.3692 ∴ 12 400 = 8000 1 + ( 100 ) 12 400 n 1.003 692 = 8000 1.003 692n = 1.55 log10 (1.003 692)n = log10 (1.55) n log10 (1.003 692) = log10 (1.55) log10 (1.55) n= log10 (1.003 692) n = 118.92 fortnights Required time = 119 fortnights = 4 years 15 fortnights 8 18 a r = 4 = 2% per quarter 3.25 ∴ 9000 = 6470 1 + ( 100 ) 9000 = 6470(1.0325)n 9000 1.0325n = 6470 1.0325n = 1.3910 log10 (1.0325)n = log10 (1.3910) n log10 (1.0325) = log10 (1.3910) log10 (1.3910) n= log10 (1.0325) n = 10.32 half years ∴ Required periods = 11 half years The correct answer is B. 17 a r = 8 12 = 0.6667% per month P df_Fol i o: 113 V0 = $1400 Vn = $1400 + $300 = $1700 n n V0 = $11 000 Vn = $15 000 2 15 000 = 11 000 1 + ( 100 ) 15 000 = 11 000(1.02)n 15 000 1.02n = 11 000 1.02n = 1.3636 log10 (1.02)n = log10 (1.3636) n log10 (1.02) = log10 (1.3636) log10 (1.3636) n= log10 (1.02) n = 15.66 quarters Required time = 16 quarters = 4 years 11 b r= 4 = 2.75% per quarter n = 16 quarters Vn = $15 000 16 2.75 15 000 = V0 1 + ( 100 ) n n Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 113 114 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.6 15 000 = V0 (1.0275)16 15 000 V0 = 1.027516 V0 = $9718.11 Dawn needs to invest $9718.11. 4 a n = 12 i = 0.08 reff = = b n = 12 i = 0.1 1 Solve on CAS 10000 × 1.055n = 20000 n = 12.946 = 13 The correct answer is B. 2 a B1 = 1.003 × B0 = 1.003 × 5000 = 5015 [1 mark] B2 = 1.003 × B1 = 1.003 × 5015 = 5030.045 B3 = 1.003 × 5030.045 = 5045.14 B4 = 1.003 × 5045.14 = $5060.27 b Monthly interest rate is 0.3% [1 mark] c Use the rule Bn+1 = 1.003 × Bn + 50 to get B12 = $5793. Therefore, Samuel would have $5793 − $5183 = $610 extra money. [1 mark] 3 The interest rate is the number found in front of Vx . 1.01 means 101% = 100% + 1%, so the interest rate, per annum, is 1%. The correct answer is C. reff = ( i −1 n) reff = = 1+ 2 n=4 i = 0.14 reff = = ( 1+ 1+ 4 i −1 n) 3 n = 12 i = 0.115 reff = = ( 1+ 1+ 4 i −1 n) n 0.115 −1 ( 12 ) = 0.121 25... = 12.13% (2 d.p.) 1+ ( 1+ 1+ d n = 12 i = 0.0675 reff = = i −1 n) n 12 i −1 n) n ( 1+ 5 1+ 12 i −1 n) n 0.0675 −1 ( 12 ) = 0.069 62... = 6.96% 12 n = 18 i = 0.1841 n i reff = 1 + −1 ( n) = 0.1841 −1 ( 12 ) = 0.200 45... = 20.05% n 0.14 −1 ( 4 ) = 0.1475 … = 14.8% (1 d.p.) 12 0.075 −1 ( 12 ) = 0.077 63 … = 7.76% n 0.11 −1 ( 4 ) = 0.1146 … = 11.5% (1 d.p.) = 1+ c n = 12 i = 0.075 6.6 Exercise 1+ n 0.1 −1 ( 12 ) = 0.104 71 … = 10.47% = 6.6 Nominal and effective annual interest rate reff = ( 1+ i −1 n) 0.08 −1 ( 12 ) = 0.082 99 … = 8.30% 6.5 Exam questions 1 n=4 i = 0.11 ( 1+ 6 1+ n = 52 i = 0.125 reff = = ( 1+ 1+ 12 i −1 n) n 0.125 −1 ( 52 ) = 0.132 97 … = 13.30% 52 12 P df_Fol i o: 114 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.7 7 Number of compounding periods per year = 12 i = 0.0485 n i −1 reff = 1 + ( n) 0.0485 = 1+ −1 ( 12 ) = 0.049 59 … = 4.96% The correct answer is A. 8 Number of compounding periods per year = 4 i = 0.096 4 i reff = 1 + −1 ( n) 12 0.096 −1 = 1+ ( 4 ) = 0.099 512... = 9.95% The correct answer is E. 9 Number of compounding periods per year = 12 i = 0.09 n i reff = 1 + −1 ( n) 4 0.09 −1 1+ ( 12 ) = 0.093 81 = 9.40% The effective annual interest rate of 9.3% is the better option (the compound interest rate has an effective annual interest rate of 9.38%). 10 Number of compounding periods per year = 12 i = 0.085 n i reff = 1 + −1 ( n) = 12 = 0.085 1+ −1 ( 12 ) = 0.088 391 … = 8.84% 12 6.6 Exam questions 1 reffective = 1+ 8 − 1 × 100% [( ] 100n ) Go through each option to find which one is not correct. When interest is charged fortnightly: 26 8 reffectire = 1+ − 1 × 100% = 8.3154 = 100 × 26 ) [( ] 8.32%, which does not match the percentage given. The correct answer is C. 2 Loan A: Nominal rate: 8%. Effective rate is n 1 + 365 − 1 = 0.08328 = 8.33% 100 ) ( Loan B: Nominal rate: 8.1%. Effective rate is 8 1+ P df_Fol i o: 115 365 − 1 = 0.08264 = 8.26% 100 ) ( Loan A has the greater effective interest rate, 8.33%, by a margin of 0.07%. The correct answer is D. 8.1 2 2 3 Effective rate = = ( 1+ 1+ i −1 n) n 0.0585 −1 72 ) ( = 0.060 ⇒ Rate = 6.0% The correct answer is A. 72 6.7 Review 6.7 Exercise Multiple choice 1 A flat rate of interest r = 6% V0 = 5000 6 × 5000 = 300 100 Vn+1 = Vn + 300 The correct answer is E. V0 × r × n 2 I= 100 ∴ V0 = $360 r = 8% p.a. n = 3 years 360 × 8 × 3 ∴ I= 100 = $86.40 Vn = V0 + I = $360 + $86.40 = $446.40 The total amount received was $446.40. The correct answer is E. 100 × I 3 r= V0 × n ∴ I = $1125 V0 = $5000 n = 5 years 100 × 1125 ∴ r= (5000 × 5) = 4.5% p.a. The simple interest rate was 4.5% p.a. The correct answer is B. 100 × I 4 r= P×T I = $2000 V0 = $10 000 n = 10 years 100 × 2000 ∴r = (10 000 × 10) = 2% p.a. The simple interest rate was 2% p.a. The correct answer is C. 5 V0 = 2000, Vn+1 = 1.05 Vn 5 1.05 = 1 + 100 ∴ 5% is the annual rate of interest. The correct answer is B. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 115 116 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.7 6 V0 = 100 000 12 = 1% per month 12% p.a. = 12 r 1 R=1+ =1+ = 1.01 100 100 V0 = 100, 000 Vn+1 = 1.01 Vn The correct answer is A. 7 V0 = $4500 6.4 r= 4 = 1.6 n=5×4 = 20 1.6 ∴ Amount Vn = 4500 1 + ( 100 ) = 4500(1.016)20 = $6181.40 The correct answer is A. 1 8 n = 4 × 12 2 = 54 V0 = $1200 Vn = $1750 ∴ 1750 = 1200 (1 + r 54 1750 (1 + 100 ) = 1200 ∴ Required time = 113 fortnights = 4 years 9 fortnights The correct answer is D. n i −1 10 Effective rate of interest = 1 + ( n) = 0.12 ( 365 ) = 12.75% The correct answer is B. 20 r 54 100 ) r 54 (1 + 100 ) = 1.4583 1 r 54 1 54 (1 + 100 ) = 54 (1.4583) r 1+ = 1.0069 100 r = 0.0069 100 ∴ r = 0.69% per month = 0.69 × 12 = 8.3% per annum The correct answer is C. 9 V0 = $850 8 r= 26 = 0.3077 Vn = $1200 0.3077 ∴ 1200 = 850 1 + ( 100 ) ∴ 1+ T 0.3077 1200 = ( 100 ) 850 n 0.3077 1+ = 1.4118 ( 100 ) n 0.3077 log 1 + = log 1.4118 ( 100 ) 0.3077 n log 1 + = log 1.4118 ( 100 ) n n= log (1 + 0.3077 100 ) n = 112.25 log 1.4118 1+ 365 −1 Short answer V0 × r × n 11 I = 100 V0 = $270 r = 8% p.a. n = 4 years 270 × 8 × 4 ∴I = 100 = $86.40 Vn = V0 + I = $270 + $86.40 = $356.40 The amount received at the end of 4 years was $356.40. 100 × I 12 r = V0 × n I = $206.65 V0 = $725 n = 3 years 100 × 206.65 ∴r = (725 × 3) = 9.5% p.a. The yearly interest rate was 9.5%. 100 × I 13 V0 = r×n I = $67.50 3 r = 3 % p.a. 4 1 n = 4 years 2 100 × 67.50 ∴ V0 = 3 1 (3 4 × 4 2 ) = $400 The amount invested was $400. V0 × r × n 14 I = 100 V0 = $1800 1 r = 12 % p.a. 2 n = 4 years 1800 × 12 12 × 4 ∴I = 100 = $900 Vn = V0 + I = $1800 + $900 = $2700 The total return from the bond was $2700. P df_Fol i o: 116 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.7 15 r = 9.25 2 = 4.625 20 Vn = $5000 n=4×2 =8 4.625 ∴ 5000 = V0 1 + ( 100 ) 8 5000 = V0 (1.046 25)8 5000 ∴ V0 = 1.046 258 V0 = $3482.46 The amount to be invested is $3482.46. 12 16 r = 365 V0 = $950 n = 3 × 365 = 1095 ∴ Amount Vn = 950 1 + 365 100 ) ( = $1361.58 12 1095 Interest = $1361.58 − $950 = $411.58 Extended response V0 × r × n 17 I = 100 V0 = $4000 r = 10% p.a. 1 n = 2 years 2 4000 × 10 × 2 12 ∴I = 100 = $1000 Vn = V0 + I = 4000 + 1000 = $5000 The total amount received was $5000. 18 a V0 = $5400 n=5 r = 12 5400 × 12 × 5 I= 100 = $3240 The total amount at the end of 5 years = $5400 + $3240 = $8640 b 11.8 r= 4 = 2.95 V0 = $5400 n=5×4 = 20 2.95 ∴ Amount A = 5400 1 + ( 100 ) = 5400(1.0295)20 = $9658.75 The total amount at the end of 5 years is $9658.75. 11.7 c r= 12 = 0.975 V0 = $5400 n = 5 × 12 = 60 Vn = 5400 1+ 0.975 ( 100 ) = 5400(1.009 75)60 = $9665.53 The total amount at the end of 5 years is $9665.53. The option in c is the most productive since it gives the biggest yield. V0 rn 19 a I = 100 V0 = $1983.50 from question 1 r = 5.6% p.a. n = 2 years 1983.50 × 5.6 × 2 ∴I = 100 = $222.15 60 Vn = V0 + I = $1983.50 + $222.15 = $2205.65 The total value of the investment was $2205.65. b Extra amount needed = $3995.00 − $2205.65 = $1789.35 Time = 2 years = 52 fortnights ∴ Fortnightly savings needed = c Vn = V0 × (1 + 3995 = 1983.50 × 1789.35 52 = $34.41 r n 100 ) ( 1+ 5.4 12 100 ) n Using CAS, n = 155.946 months = 13 years r n d Vn = V0 × (1 + 100 ) V8 = 1983.50 × = $2056.04 e ( 1+ 8 5.4 12 100 ) 1 Vn = V0 × 1 + ( 100 ) V0 = 1000 + 2056.04 = 3056.04 3995 = 3056.04 × n 1 + 1.2 100 ) ( 5.4 n Using CAS, n = 59.6724 months = 4.9727 years Therefore, Geoff will have to wait 5 more years. P df_Fol i o: 117 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 117 TOPIC 6 Modelling compound interest investments and loans using recursion • EXERCISE 6.7 118 20 a R = 1 + r = 1.005 100 r = 0.005 100 r = 0.5 per month interest rate per annum = 0.5 × 12 = 6% p.a. b A0 = 6500 Bridie had saved $6500. r n c A = A0 (1 + 100 ) = 6500(1.005)20 = $7326.54 6.7 Exam questions 1 a. S1 = 1.001 × 570 000 − 1193 = $569 377 [1 mark] b. 0.001 × 26 × 100 = 2.6% [1 mark] (note that 0.1 × 26 and 0.001 × 2600 were accepted) 3.6 2 The interest rate of 3.6% p.a. is equivalent to or 0.3% p.m. 12 Shirley has an interest-only loan, so her balance will remain at $225 000 after she pays each monthly interest charge. The correct answer is D. 3 a $15 000 [1 mark] b V0 = 15 000 V1 = 1.04 × 15 000 = $15 600 [1 mark] V2 = 1.04 × 15 600 = $16 224 VCAA Assessment Report note: Some students used only the explicit rule Vn = Rn V0 to write V2 = 1.042 × 15 600 = 16 224, but this was not using recursion as required. c There is an increase of 4% each compounding period. [1 mark] d i Vn = 1.04n × 15 000 [1 mark] ii V10 = 1.0410 × 15 000 = $22 203.66 [1 mark] VCAA Assessment report note: Many students only wrote an answer of $22 203.7, which might arise from a calculator setting that restricts the number of displayed digits. Some students appeared to round all currency answers to the nearest five or ten cents. A common incorrect answer was $22 203.70, which had clearly been rounded from a written $22 203.664… This was assessed as a rounding error. 4 a I=A−P = 60 000 − 45 500 = $14 450 [1 mark] b A = PRn = P (1 + r n 100 ) 60 000 = 45 500 1 + 4 ( 100 ) r P df_Fol i o: 118 4×4 + 885 c i Account balance = 60 000 1 + 12 100 ) ( = 60 000(1 + 0.006) + 885 [1 mark] VCAA Assessment Report note: Answers equivalent to 0.006 were accepted in the first 7.2 7 1 7 box, commonly 100 or 12 . However, many students 12 100 7 7 wrote only or . 100 12 A number of students added a power to complete a formula to find the account balance at the end of 12 months, rather than the first month as required. ii Using the previous equation and working out each month’s balance, after 12 months the balance is $75 443. [1 mark] 7500 × 8 × 2 = $1200 5 a Interest = 100 Total to be repaid = 1200 + 7500 = $8700 Monthly instalment = 8700 ÷ 24 = $362.50 [1 mark] VCAA Assessment Report note: Students often confuse simple (flat) interest with compound interest calculations. Many students inappropriately treated this as a reducing balance problem. Students should understand that the term ‘flat interest rate’ refers to simple interest. b Effective rate of interest: 2n 100I × re = Pt n+1 100 × 1200 2 × 24 re = × 7500 × 2 24 + 1 re = 15.36% [1 mark] c A flat rate is charged on the initial borrowed amount (for the whole duration of the hire-purchase agreement). An effective rate is charged on the reduced monthly balance. Therefore, an effective rate must be higher than the flat interest rate to result in the same amount of interest. [1 mark] d First, find the rate of depreciation. For reducing balance depreciation: r t V = P × (1 − 100 ) r 1 6375 = 7500 × (1 − 100 ) r = 15% p.a. After 5 years: r t V = P × (1 − 100 ) 15 V = 7500 × 1 − ( 100 ) V = 3327.79 [1 mark] Therefore, the value of the bike after 5 years is $3328. 5 solve on CAS r = 6.9% [1 mark] VCAA Assessment Report note: A common error was to treat this as a simple interest question, despite the question stating that there were ‘four years of compounding interest’. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.2 119 Topic 7 — Modelling reducing balance loans, annuities and perpetuities using recursion b 15 000 7.2 Modelling reducing balance loans with recurrence relations 7.2 Exercise 1 a V0 = 565 r = 0.015 R = 1 + 0.015 = 1.015 b V0 = a, Vn+1 = RVn ± d V0 = 565, Vn+1 = 1.015Vn + 50 565 565 565 × 1.015 + 50 623.475 623.475 × 1.015 + 50 682.827 682.827 × 1.015 + 50 743.07 At the beginning of 2021, the number of enrolments was 743 students to the nearest whole number. c Enrolments at the end of 2019 are 682.827 and at the end of 2018 are 623.475. 682.827 − 623.475 = 59.352 59 new students enrol in 2019. 2 a A0 = 3.5 m3 b 3.5 3.5 3.5 × 0.65 + 1.5 3.954 3.954 × 0.65 + 1.5 4.0699 4.0699 4.1455 After 4 years, there will be 4.15 m3 of sand, correct to 2 decimal places. c After 3 years, the amount of sand will exceed 4 m3 . 3 The sequence described by the recurrence relation P0 = 10 000, Pn+1 = 1.03Pn − 250 is an example of geometric growth and linear decay. The correct answer is D. 4 a V0 = 15 000 12.5 r= = 6.25 2 6.25 R=1+ = 1.0625 100 d = 3074.44 V0 = a, Vn+1 = RVn − d V0 = 15 000, Vn+1 = 1.0625Vn − 3074.44, where Vn is the balance of the loan, after n half-yearly payments. *8 P df_Fol i o: 119 12 863.06 12 863.06 × 1.0625 – 3074.44 10 592.56 10 592.56 × 1.0625 – 3074.44 8180.16 8180.16 × 1.0625 – 3074.44 5616.98 × 1.0625 – 3074.44 2893.60 × 1.0625 – 3074.44 5616.98 2893.60 0.00 After 6 half-yearly payments (3 years) the loan will be paid off. 5 a V0 = 1500 5.5 r= = 0.4583... 12 0.4583 = 1.004 583 R=1+ 100 d = 200 V0 = a, Vn+1 = RVn + d V0 = 1500, Vn+1 = 1.004 583Vn + 200 b 1500 1500 1500 × 1.004 583 + 200 1706.88 × 1.004 583 + 200 1914.7 × 1.004 583 + 200 2123.47 × 1.004 583 + 200 2333.21 × 1.004 583 + 200 1706.88 1914.70 2123.47 2333.21 2543.90 After 5 months, the account balance is $2543.90. 9 = 0.75% 12 b Interest for first month = 2400 × 0.0075 = $18 c From the table, the balance of the loan after 3 repayments = 1453.18 − 478.74 = $974.44 d From the table, the principal reduction of the 4th payment = 489.64 − 7.31 = $482.33 e Interest = 18 + 14.46 + 10.90 + 7.31 + 3.69 = $54.36 f Final balance at the end of 5 months = 492.11 − 485.95 = $6.16 5.5 = 0.458 33...% 7 Interest rate per month = 12 Interest for the fourth payment = 24 527.62 × 0.004 583 3 = 112.418 = $112.42 6 a Interest rate per month = 3.775 3.775 × 0.65 + 1.5 15 000 15 000 × 1.0625 – 3074.44 Principal reduction = 271.32 − 112.42 = $158.90 Balance of loan = 24 527.62 − 158.90 = $24 368.72 8 See table at the foot of the page* 8 Interest rate per quarter = = 2% 4 Total interest = 200 + 193.43 + 186.72 = $580.15 Balance of the loan after 3 payments is $8994.02. Payment number (n) Payment Interest 0 1 2 3 0.00 528.71 528.71 528.71 0.00 10 000 × 0.02 = 200 9671.29 × 0.02 = 193.43 9336.01 × 0.02 = 186.72 Principal reduction Balance of loan 0.00 10 000.00 528.71 − 200 = 328.71 10 000 − 328.71 = 9671.29 528.71 − 193.43 = 335.28 9671.29 − 335.28 = 9336.01 528.71 − 186.72 = 341.99 9336.01 − 341.99 = 8994.02 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 120 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.3 9 a Let Vn be the balance of the loan after n months. 6.5 Interest rate per month = = 0.542% 12 V0 = 23 000, Vn+1 = 1.005 42Vn − 341.54 b 23 000 23 000 23 000 × 1.00542 – 341.54 22 783.12 22 783.12 × 1.00542 – 341.54 22 565.07 22 565.07 × 1.00542 – 341.54 22 345.83 After her third payment is made, Kali owes $22 345.83. 10 a Let An be the balance of the loan after n months. 12 Interest rate per month = = 1% 12 A0 = 2000, An+1 = 1.01An − 261 b 2000 2000 2000 × 1.01 – 261 1759 1759 × 1.01 – 261 1515.59 1515.59 × 1.01 – 261 1269.75 1269.75 × 1.01 – 261 1021.44 After the 4 payment, Noah will owe $1021.44. c 2000 2000 th 2000 × 1.01 – 261 1759 × 1.01 – 261 1515.59 × 1.01 – 261 1269.75 × 1.01 – 261 1021.44 × 1.01 – 261 770.66 × 1.01 – 261 517.36 × 1.01 – 261 261.54 × 1.01 – 261 1759 1515.59 1269.75 1021.44 770.66 517.36 261.54 3.15 After 8 months, Noah will need to pay $3.15 to discharge his loan. 6 11 a Interest rate per month = = 0.5% 12 A0 = 18 000, An+1 = 1.005An − 532.90 Using the iterative process on your calculator: A5 = $15 763.24 9 = 0.75% b Interest rate per month = 12 A0 = 18 000, An+1 = 1.0075An − 608.04 Using the iterative process on your calculator: A5 = $15 599.06 12 c Interest rate per month = = 1% 12 A0 = 18 000, An+1 = 1.01An − 688.66 Using the iterative process on your calculator: A5 = $15 405.32 13 12 Interest rate per fortnight = = 0.5% 26 A0 = 8000, An+1 = 1.005An − 124.11 Using the iterative process on your calculator: A4 = $7661.03 The correct answer is A. 16.5 13 Interest rate per month = = 1.375% 12 A0 = 20 000, An+1 = 1.013 75An − 421.02 Using the iterative process on your calculator: A8 = $18 774.05 The correct answer is E. 7.2 Exam questions 1 Use the initial value of $300 000 to calculate the interest of $900. 3.6 × 300 000 = 900 100 × n 3.6 = 0.003 100 × n 3.6 = 0.3n n = 12 The correct answer is B. 2 Calculate with financial solver on a CAS calculator using N = 60, I = 3.72, PV = 175 260.56, PMT = −3200 and PpY = 12. The final value will be –368.116 … Since the final value is negative, Adam must still pay this amount. Therefore, Adam’s final payment will be 3200 + 368.116 ≈ $3568.12 The correct answer is E. VCAA Assessment Report note: Students who chose option D did not add the interest that was required to be paid with the final payment. 3 V1 = 1.003 × (26 000) − 400 = 25 678 V2 = 1.003 × (25 678) − 400 = 25 355.034 V3 = 1.003 × (25 355.034) − 400 = 25 031.0991 V4 = 1.003 × (25 031.0991) − 400 = 24 706.1924 V5 = 1.003 × (24 706.1924) − 400 = 24 380.3110 The correct answer is A. 7.3 Solving reducing balance loan problems using finance solver 7.3 Exercise 1 a N∶ 60 I%∶ 12 PV∶ 65 000 PMT∶ −715.71 FV∶ unknown PY∶ 12 CY∶ 12 After 5 years the amount owing is $59 633.49. b N∶ 120 I%∶ 12 PV∶ 65 000 PMT∶ −715.71 FV∶ unknown PY∶ 12 CY∶ 12 After 10 years the amount owing is $49 884.16. P df_Fol i o: 120 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.3 c N∶ 180 I%∶ 12 PV∶ 65 000 PMT∶ −715.71 FV∶ unknown PY∶ 12 CY∶ 12 After 15 years the amount owing is $32 172.59. 2 a N∶ 104 I%∶ 13 PV∶ 52 000 PMT∶ −303.57 FV∶ unknown PY∶ 26 CY∶ 26 After 4 years the amount owing is $46 102.98. b N∶ 208 I%∶ 13 PV∶ 52 000 PMT∶ −303.57 FV∶ unknown PY∶ 26 CY∶ 26 After 8 years the amount owing is $36 196.88. c N∶ 312 I%∶ 13 PV∶ 52 000 PMT∶ −303.57 FV∶ unknown PY∶ 26 CY∶ 26 After 12 years the amount owing is $19 556.12. 3 a N∶ 24 I%∶ 6.8 PV∶ 3500 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The monthly repayments are $156.39. b Total interest = $156.39 × 24 − $3500 = $253.36 4 a N∶ 24 I%∶ 6.3 PV∶ 2 400 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The monthly repayments are $106.69. b Total interest = $106.69 × 24 − $2400 = $160.56 P df_Fol i o: 121 5 a N∶ 60 I%∶ 8.1 PV∶ 18 000 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The monthly repayments are $365.84. b i The 10th repayment V9 = $15 740.6207 V10 = $15 481.02989 Principal repaid = V9 − V10 = $259.59 Interest paid = 365.84 − 259.59 = $106.25 ii The 50th repayment V49 = $3865.89 V50 = $3526.14 Principal repaid = V49 − V50 = 3865.89 − 3526.14 = $339.75 Interest paid = 365.84 − 339.75 = $26.09 6 a N∶ 48 I%∶ 6.8 PV∶ 8000 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The monthly repayments are $190.83. b i V9 = $6660.45 V10 = $6507.36 Principal repaid = V9 − V10 = $6660.45 − $6507.36 = $153.09 Interest = $190.83 − $153.09 = $37.74 ii V39 = $1669.72 V40 = $1488.36 Principal repaid = V39 − V40 = $1669.72 − $1488.36 = $181.36 Interest = $190.83 − $181.36 = $9.47 7 a N∶ unknown I%∶ 7.6 PV∶ 3500 PMT∶ −206.35 FV∶ 0 PY∶ 12 CY∶ 12 1 ∴ To repay loan in full will take 18 repayments or 1 2 years. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 121 122 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.3 b Total interest = 206.35 × 18 − 3500 = $214.30 8 Using CAS: N∶ unknown I%∶ 8.7 PV∶ 8000 PMT∶ −368.45 FV∶ −5489.56 PY∶ 12 CY∶ 12 n = 7.886 741 159 n ≈ 8 months 9 Using CAS: N∶ unknown I%∶ 6.5 PV∶ 11 000 PMT∶ −409.50 FV∶ −5565.48 PY∶ 12 CY∶ 12 n = 14.952 446 42 n ≈ 15 months 10 N∶ unknown I%∶ 4.5 PV∶ 2400 PMT∶ −154.82 FV∶ 0 PY∶ 12 CY∶ 12 N = 16 instalments It will take 16 months to fully pay off the loan of $2400. 11 a Using CAS: N∶ unknown I%∶ 11.5 PV∶ 8357.65 PMT∶ −423.82 FV∶ −2450.15 PY∶ 12 CY∶ 12 n = 15.985 845 77 n ≈ 16 months b Put FV = 0, n = 21.961 723 9, n ≈ 22 months 12 a Using CAS: N∶ unknown I%∶ 8.8 PV∶ 6900.86 PMT∶ −273.56 FV∶ −1670.48 PY∶ 12 CY∶ 12 n = 21.725 9970 6 n ≈ 22 months b Put FV = 0, n = 27.996 627 383, n ≈ 28 months 13 a N∶ 60 I%∶ 7.8 PV∶ 18 000 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The repayment is $363.25. b Using CAS: N∶ unknown I%∶ 7.8 PV∶ 18 000 PMT∶ −390.50 FV∶ 0 PY∶ 12 CY∶ 12 n = 54.966 539 73 n ≈ 55 months c Interest = $390.50 × 55 − $18 000 = $3477.50 d Interest = $363.25 × 60 − $18 000 = $3795.00 Interest difference = $3795.00 − $3477.50 = $317.50 is saved 14 a N∶ 130 I%∶ 6.5 PV∶ 25 000 PMT∶ unknown FV∶ 0 PY∶ 26 CY∶ 26 The repayments is $225.49. b Using CAS: N∶ unknown I%∶ 6.5 PV∶ 25 000 PMT∶ −245 FV∶ 0 PY∶ 26 CY∶ 26 n = 117.950 407 73 n ≈ 118 fortnights c Interest = $245 × 118 − $25 000 = $3910 d Interest = $225.49 × 130 − $25 000 = $4313.70 Interest difference = $4313.70 − $3910 = $403.70 is saved P df_Fol i o: 122 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.3 15 a After 6 years how much is still owing? N∶ 24 I%∶ 6.8 PV∶ 21 000 PMT∶ −899.41 FV∶ unknown PY∶ 4 CY∶ 4 After 6 years there is $5 089.55 still owing. N∶ unknown I%∶ 6.8 PV∶ 5089.55 PMT∶ −685.05 FV∶ 0 PY∶ 4 CY∶ 4 n = 8.0096 n ≈ 8 quarters (2 years) Total term = 6 + 2 = 8 years b Interest = $899.41 × 24 + $685.05 × 8 − $21 000 = $6066.24 c Interest = $899.41 × 30 − $21 000 = $5982.30 Interest difference = $6066.24 − $5982.30 = $83.94 This will be how much more interest will be paid. 16 a N∶ 24 I%∶ 5.9 PV∶ 17 000 PMT∶ −670.29 FV∶ unknown PY∶ 4 CY∶ 4 After 6 years the balance of the loan is $5023.16. Using CAS: N∶ unknown I%∶ 5.9 PV∶ 5023.16 PMT∶ −1724.02 FV∶ 0 PY∶ 4 CY∶ 4 n = 3.000 003 8 n ≈ 3 quarters 3 year (4 ) Total term = 6 + 3 4 3 = 6 years 4 b Interest = $670.29 × 24 + $1724.02 × 3 − $17 000 = $4259.02 P df_Fol i o: 123 c Interest = $670.29 × 32 − $17 000 = $4449.28 123 Interest difference = $4449.28 − $4259.02 = $190.26 This will be saved by increasing payments. 17 a N∶ unknown I%∶ 9.4 PV∶ 5500 PMT∶ −861.29 FV∶ 0 PY∶ 4 CY∶ 4 N = 6.999 ≈ 7 ∴ It will take Aimee 3 7 repayments or 1 years to pay off the loan. 4 b Total interest = 861.29 × 7 − 5500 = $529.03 18 a N∶ unknown I%∶ 7.8 PV∶ 22 000 PMT∶ −443.98 FV∶ 14 209.88 PY∶ 12 CY∶ 12 N = 24 It took 24 monthly repayments or 2 years to reach current balance of the loan. b N∶ unknown I%∶ 7.8 PV∶ 22 000 PMT∶ −443.98 FV∶ 0 PY∶ 12 CY∶ 12 N = 59.999 ≈ 6 It took 5 years to pay off the loan. 19 a N∶ unknown I%∶ 10.5 PV∶ 25 000 PMT∶ −537.35 FV∶ −11 586.64 PY∶ 12 CY∶ 12 It will take 3 years for the loan to reach $11 586.64. b To change FV to 0. It will take 5 years to fully repay the loan. 20 N∶ unknown I%∶ 7.9 PV∶ 80 000 PMT∶ −639.84 FV∶ 0 PY∶ 12 CY∶ 12 N = 263.999 ≈ 264 264 ÷ 12 = 22 The loan will be paid in full in 22 years. The correct answer is D. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 124 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.3 21 a i N∶ unknown I%∶ 10.5 PV∶ 8069.78 PMT∶ −230.43 FV∶ −3822.20 N = 24 It will take 24 monthly repayments or 2 years to reach $3822.21. ii N∶ unknown I%∶ 10.5 PV∶ 3822.20 PMT∶ −230.43 FV∶ 0 PY∶ 12 CY∶ 12 N = 18 1 It will take 3 years to pay the loan in full. 2 b i N∶ unknown I%∶ 10.5 PV∶ 3226.06 PMT∶ −230.43 FV∶ −1341.23 3 It will take 9 monthly repayments or of a year. 4 ii Change FV to 0. 1 In a further 15 monthly repayments or 1 years, the 4 loan will be repaid in full. 22 a N∶ 240 I%∶ 6.9 PV∶ 50 000 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 PMT = −384.65 The monthly repayment is $384.65. b Using the Finance Solver: (FV) Repayment ($) amount Term of loan ‘N’ value i 577.97 10 years 120 ii 486.33 13 years 156 iii 361.85 23 years 276 iv 352.90 1 24 years 2 294 c Sample calculation: Total interest paid = d × n − V0 i.e. (i) d = $577.97, N = 120, V0 = $50 000 I = 577.97 × 120 − 50 000 = $19 356.40 Sample calculation: Difference in interest from original offer Original interest = 384.65 × 240 − 50 000 = $42 316 Difference = 42 316 − 19 356.4 = $22 959.60 $19 356.40 i c d 23 a $22 959.60 less $25 867.48 ii $16 448.52 less $49 870.60 iii $7554.60 more i To calculate the amount owing after 5 years: N∶ 20 I%∶ 8.6 PV∶ 20 000 PMT∶ −750.48 FV∶ unknown PY∶ 4 CY∶ 4 FV = −12 095.80 After 5 years Jack owed $12 095.80. Change PV to 12 095.80, FV to 0 and PMT to −901.48, then N = 16 20 + 16 = 36 quarters or 9 years. ii Total interest paid = d × n − V0 = 750.48 × 20 + 901.48 × 16 − 20 000 = $9433.28 iii Difference = original loan interest − total interest Original loan = 750.48 × 40 − 20 000 = $10 019.20 Difference = 10 019.20 − 9433.28 = $585.92 b i N∶ unknown I%∶ 8.6 PV∶ 12 095.80 PMT∶ −1154.34 FV∶ 0 PY∶ 4 CY∶ 4 N = 12 20 + 12 = 32 8 years. ii Total interest paid = d × n − V0 = 750.48 × 20 + 1154.34 × 12 − 20 000 = $8861.68 iii Difference = original loan interest − total interest = 10 019.20 − 8861.68 = $1157.52 P df_Fol i o: 124 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual $53 752.60 iv $11 436.60 more TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 24 N∶ 16 I%∶ 9.5 PV∶ 25 000 PMT∶ −975.06 FV∶ unknown PY∶ 4 CY∶ 4 After 4 years balance of loan is $17 682.01. Change PV to 17 682.01, PMT to −1167.17 and FV to 0. N = 19 16 + 19 = 35 35 = 8.75 ≈ 9 years. 4 The correct answer is D. 25 Total interest = 975.06 × 16 + 1167.17 × 19 − 25 000 = $12 777.19 The correct answer is E. 26 a N∶ 24 I%∶ 9.2 PV∶ 26 000 PMT∶ −383.61 FV∶ unknown PY∶ 12 CY∶ 12 The balance of the loan is $21 164.60. b N∶ 60 I%∶ 9.2 PV∶ 21 164.60 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 The monthly repayment is $441.40. 7.3 Exam questions 1 Use Finance Solver: N∶ 60 I(%)∶ 2.8 PV∶ −12 000 PMT∶ ?? FV∶ 25 000 PpY∶ 12 CpY∶ 12 Therefore, the minimum value of the payment that Joanna needs to make is $174.11. The correct answer is B. 9% 2 P = $8400, n = 24 quarters, r = = 2.25%, 4 2.25 R=1+ = 1.0225 100 Substitute into the annuities formula to find the regular quarterly repayments: Q= PRn (R − 1) Rn − 1 125 (8400)(1.0225)24 (1.0225 − 1) 1.022524 − 1 = $456.793 9228 3 years means 12 quarterly payments, so balance remaining after 3 years (12 quarterly payments) = $4757.41 (using the finance solver). Balance reduced = 8400 − 4757.41 = 3642.59 = Percentage reduced by = (3642.59/8400) × 100 = 43.4% The correct answer is C. 3 Via TVM solver: N = 240 I = 6.95 PV = 90 000 PMT = ? FV = 0 PpY = 12 CpY = 12 Therefore, monthly payment = $695.09 ≈ $695. The correct answer is C. 7.4 The effect of rate and repayment changes on reducing balance loans 7.4 Exercise 1 a i Using CAS: N∶ unknown I%∶ 8.3 PV∶ 18 000 PMT∶ −369.60 FV∶ 0 PY∶ 12 CY∶ 12 n = 59.591 413 76 n ≈ 60 months Term of loan = 5 years ii Using CAS: N∶ 59 I%∶ 8.3 PV∶ 18 000 PMT∶ −309.48 FV∶ unknown PY∶ 12 CY∶ 12 FV = −217.37 Prior to the last payment owe∶ $217.37 P df_Fol i o: 125 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 126 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 b i Using CAS: N∶ unknown I%∶ 8.3 PV∶ 18 000 PMT∶ −170.58 FV∶ 0 PY∶ 26 CY∶ 26 n = 128.879 837 n ≈ 129 fortnights Term of loan = 4 years 25 fortnights ii Using CAS: N∶ 128 I%∶ 8.3 PV∶ 18 000 PMT∶ −170.58 FV∶ unknown PY∶ 26 CY∶ 26 FV = −149.63 Prior to the last payment owe∶ $149.63 c i Quarterly: interest = $1108.80 × 20 − $18 000 = $4176 8.3 ii Monthly: r = 12 = 0.6917% V59 = $217.37 Interest on V59 = 0.00 6917 × 217.37 = $1.50 Final payment = $217.37 + $1.50 = $218.87 Total interest = 369.60 × 59 + 218.87 − 18 000 = $4025.27 8.3 iii Fortnightly: r = 26 = 0.3912% V128 = $149.63 Interest on V128 = 0.00 3192 × 149.63 = $0.48 Final payment = $149.63 + $0.48 = $150.11 Total interest = 170.58 × 128 + 150.11 − 18 000 = $3984.35 2 a i Using CAS: N∶ unknown I%∶ 7.2 PV∶ 25 000 PMT∶ −430.67 FV∶ 0 PY∶ 12 CY∶ 12 n = 71.574 290 09 n ≈ 72 months Term of loan = 6 years ii Using CAS: N∶ 71 I%∶ 7.2 PV∶ 25 000 PMT∶ −430.67 FV∶ unknown PY∶ 12 CY∶ 12 FV = −246.167 390 3 Prior to the last payment owe∶ $246.17 b i Using CAS: N∶ unknown I%∶ 7.2 PV∶ 25 000 PMT∶ −198.77 FV∶ 0 PY∶ 26 CY∶ 26 n = 154.828 978 7 n ≈ 155 fortnights Term of loan = 5 years 25 fortnights ii Using CAS: N∶ 154 I%∶ 7.2 PV∶ 25 000 PMT∶ −198.77 FV∶ unknown PY∶ 26 CY∶ 26 FV = −164.359 906 3 Prior to the last payment owe∶ $164.36 c i Quarterly: interest = $1292.02 × 24 − $25 000 = $6008.48 7.2 ii Monthly: r = 12 = 0.6% V71 = $246.17 Interest on V71 = 0.006 × 246.17 = $1.48 Final repayment = $246.17 + $1.48 = $247.65 Total interest = 430.67 × 71 + 247.65 − 25 000 = $5825.22 7.2 iii Fortnightly: r = 26 = 0.2769% V154 = $164.36 Interest on V154 = 0.002 769 × 164.36 = $0.46 Final repayment = $164.36 + $0.46 = $164.82 Total interest = 198.77 × 154 + 164.82 − 25 000 = $5775.40 P df_Fol i o: 126 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 3 a Total interest = 424.94 × 60 − 20 000 = $5496.40 b i Using CAS: N∶ unknown I%∶ 11 PV∶ 20 000 PMT∶ −424.94 FV∶ 0 PY∶ 12 CY∶ 12 n = 61.878 469 35 n ≈ 62 months Term = 5 years and 2 months ii Using CAS: N∶ 61 I%∶ 11 PV∶ 20 000 PMT∶ −424.94 FV∶ unknown PY∶ 12 CY∶ 12 FV = −370.18 Amount owing after 61 payments is∶ $370.18 11 r= 12 = 0.917% Interest on final payment = 0.00 917 × 370.18 = $3.39 Final repayment = 370.18 + 3.39 = $373.57 Total interest paid = 424.94 × 61 + 373.57 − 20 000 = $6294.91 4 a Total interest = 402.81 × 48 − 16 500 = $2834.88 b i Using CAS: N∶ unknown I%∶ 9 PV∶ 16 500 PMT∶ −402.81 FV∶ 0 PY∶ 12 CY∶ 12 n = 49.121 713 78 n ≈ 50 months Term = 4 years and 2 months ii Using CAS: N∶ 49 I%∶ 9 PV∶ 16 500 P df_Fol i o: 127 PMT∶ −402.81 FV∶ unknown PY∶ 12 CY∶ 12 FV = −48.82 127 Amount owing after 49 payments is∶ $48.82 9 r= 12 = 0.75% Interest on final payment = 0.0075 × 48.82 = $0.37 Final payment = 48.82 + 0.37 = 49.19 49 × 402.81 = 19 737.69 19 737.69 + 49.19 − 16 500 = $3286.88 Total interest = $3286.88 5 a Using CAS: N∶ 16 I%∶ 8 PV∶ 32 000 PMT∶ −1169.78 FV∶ unknown PY∶ 4 CY∶ 4 FV = −22 125.28 Amount owing is∶ $22 125.28 b New rate = 9% Using CAS: N∶ unknown I%∶ 9 PV∶ 22 125.28 PMT∶ −1169.78 FV∶ 0 PY∶ 4 CY∶ 4 n = 24.914 840 61 n ≈ 25 quarters 1 Term = 4 years + 6 years 4 1 = 10 years 4 c Changing N = 24, find FV, FV = −1047.60 9 r= 4 = 2.25% Interest on final payment = 0.0225 × 1047.60 = $23.57 Final payment = 1047.60 + 23.57 = $1071.17 For the rate change: Total interest = 1169.78 × 40 + 1071.17 − 32 000 = $15 862.37 For the rate of 8% only, total interest = 1169.78 × 40 − 32 000 = $14 792 Interest difference = $15 862.37 − $14 792 = $1070.37 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 128 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 6 a Using CAS: N∶ 36 I%∶ 6.5 PV∶ 28 000 PMT∶ −374.81 FV∶ unknown PY∶ 12 CY∶ 12 FV = −19 156.45 Amount owing after 3 years is∶ $ 19 156.45 b New rate = 7.5% Using CAS: N∶ unknown I%∶ 7.5 PV∶ 19 156.45 PMT∶ −374.81 FV∶ 0 PY∶ 12 CY∶ 12 n = 61.765 566 31 n ≈ 62 months Total term = 3 years + 62 months = 8 years, 2 months c Changing N = 60, find FV, FV = −656.08 7.5 r= 12 = 0.625% Interest on final payment = 0.00625 × 656.08 = $4.10 Final payment = 656.08 + 4.10 = $660.18 For the rate change: Total interest = 374.81 × 96 + 660.18 − 28 000 = $8641.94 For the rate of 6.5% only, total interest = 374.81 × 96 − 28 000 = $7981.76 Interest difference = $8641.94 − $7981.76 = $660.18 7 a V0 = $30 000, r = 5.8%, n = 1 month = I= V0 r n 100 1 30 000 × 5.8 × 12 100 = $145 = 1 year 12 b Capital gain = selling price − purchase price = 35 000 − 30 000 = $5000 Interest charged = 145 × 36 = $5220 Profit = $5000 − $5220 = −$220 Jodie made a loss of $220. 8 a V0 = $50 000, r = 7.5%, n = 1 month = I= V0 rn 100 1 year 12 1 50 000 × 7.5 × 12 100 = $312.50 = b Capital gain = selling price − purchase price = 63 000 − 50 000 = $13 000 Interest charged = 312.50 × 36 = $11 250 Profit = $13 000 − $11 250 = $1750 9 a Using CAS: N∶ 4 I%∶ 7.5 PV∶ 2000 PMT∶ unknown FV∶ 0 PY∶ 4 CY∶ 4 Quarterly payment = $523.66 b Complete the table as shown: Column 3 is the quarterly interest due, which is calculated by multiplying column 2 by 0.018 75. Column 4 is the quarterly payment (found above). Column 5 is calculated by calculating column 2 + column 3 − column 4. Principal Interest Loan Payment outstanding due Payment outstanding no. ($) ($) ($) ($) 1 2 3 4 2000 1513.84 1018.56 514.00 37.50 28.38 19.10 9.64 523.66 523.66 523.66 523.66 1513.84 1018.56 514.00 −0.02 c $514.00 is remaining after the third payment has been made. d Total payment = $523.66 + $523.66 + $523.66 + $523.66 − $0.02 = $2094.62 e Total interest = $2094.62 − $2000 = $94.62 10 a Using CAS: N∶ 6 I%∶ 6 PV∶ 3750 PMT∶ unknown FV∶ 0 PY∶ 6 CY∶ 6 Bi-monthly payment = $647.06 P df_Fol i o: 128 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 b Complete the table as shown: Column 3 is the bi-monthly interest due, which is calculated by multiplying column 2 by 0.01. Column 4 is the bi-monthly payment (found above). Column 5 is calculated by calculating column 2 + column 3 − column 4. Principal Interest Loan Payment outstanding Payment outstanding due no. ($) ($) ($) ($) 1 2 3 4 5 6 3750 3140.44 2524.78 1902.97 1274.94 640.63 37.50 31.40 25.25 19.03 12.75 6.41 647.06 647.06 647.06 647.06 647.06 647.06 3140.44 2524.78 1902.97 1274.94 640.63 −0.02 c Using CAS: N∶ 12 I%∶ 6 PV∶ 3750 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 Quarterly payment = $322.75 d Complete the table as shown: Column 3 is the monthly interest due, which is calculated by multiplying column 2 by 0.005. Column 4 is the monthly payment (found above). Column 5 is calculated by calculating column 2 + column 3 − column 4. Principal Interest Loan Payment outstanding due Payment outstanding no. ($) ($) ($) ($) 1 2 3 4 5 6 7 8 9 10 11 12 P df_Fol i o: 129 3750 3446.00 3140.48 2833.43 2524.85 2214.71 1903.05 1589.81 1275.01 958.64 640.68 321.13 18.75 17.23 15.70 14.17 12.62 11.07 9.52 7.95 6.38 4.79 3.20 1.61 322.75 322.75 322.75 322.75 322.75 322.75 322.75 322.75 322.75 322.75 322.75 322.75 3446.00 3140.48 2833.43 2524.85 2214.71 1903.05 1589.81 1275.01 958.64 640.68 321.13 −0.01 e Sum column 3 in both tables. Monthly: $122.99, bi-monthly: $132.34 The interest paid on the monthly payments is almost $10 less than the interest paid on the bi-monthly payments. 11 a Monthly: Using CAS: Trial N = 119 Amount owing = $102.61 Term of the loan = 10 years. 129 b Fortnightly: Using CAS: Trial N = 257 Amount owing = $185.59 258 Term of the loan = 26 = 9.923076923 years = 9 years 24 fortnights 12 i Interest half-yearly = 3101.48 × 10 − 25 000 = $6014.8 ii Interest quarterly = 1550.74 × 19 + = $5707.11 iii Interest monthly = 516.91 × 58 + ( ( = $5496.63 iv Interest fortnightly = 238.58 × 127 + = $5440.38 1+ 1+ ( 8.25 4 100 8.25 1+ 12 100 ) 8.25 26 100 ) × 1217.93 − 25 000 × 512.33 − 25 000 ) × 140.27 − 25 000 Frequency Total interest ($) a Half-yearly 6014.80 b Quarterly 5707.11 c Monthly 5496.63 d Fortnightly 5440.38 13 R = 1 + Saving ($) $307.69 saving on half-yearly — $518.17 saving on half-yearly $574.42 saving on half-yearly 9.23 26 100 = 1.0035769 N∶ unknown I%∶ 9.3 PV∶ 65 000 PMT∶ −309.66 FV∶ 0 PY∶ 26 CY∶ 26 N = 389.182 389.182 Term of loan = = 14.969 26 14 years and 11.63 months or 15 years. The correct answer is C. 14 The method for question 14 is the same as that for question 13. Fortnightly interest: I = 389 × 309.66 + 1.003576923 × 56.53 − 65 000 = $55 514.47 Interest monthly, R = 1.00775 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 130 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.4 If Betty paid monthly: N∶ unknown I%∶ 9.3 PV∶ 65 000 PMT∶ −670.92 FV∶ 0 PY∶ 12 CY∶ 12 N = 180.002 When N = 180, the balance is $1.43. I = 1.43 × 1.00775 + 670.92 × 180 − 5000 = 557 67.04108 Savings = $252.57 The correct answer is B. 15 a Total interest paid = d × n − V0 = 506.91 × 5 × 12 − 25 000 = $5414.60 The method for parts b and c is the same. Using part b as example: b i R=1+ P df_Fol i o: 130 9 12 100 = 1.0075 N∶ unknown I%∶ 9 PV∶ 25 000 PMT∶ −506.91 FV∶ 0 PY∶ 12 CY∶ 12 N = 61.8 61.8 = 5.15097 Term of loan = 12 Term of loan is 5 years and 2 months. ii Total interest paid = 506.91 × 61 + 408.68 × 1.0075 − 25 000 = $6333.26 c i 5 years, 4 months ii $7331.64 16 Term of loan N∶ 50 I%∶ 12 PV∶ 28 000 PMT∶ −401.72 FV∶ unknown PY∶ 12 CY∶ 12 After 50 payments, the loan was $20 153.54. N∶ unknown I%∶ 10.75 PV∶ 20 153.54 PMT∶ −401.72 FV∶ 0 PY∶ 12 CY∶ 12 N = 67 117 Term = 50 + 67 = 12 = 9 years 9 months The correct answer is A. 17 Total interest would be = 401.72 × (50 + 66) + 364.91 × 1.008 958 333 − 28 000 = $18 967.70 The correct answer is C. V0 r n 18 a I = 100 140 000 × 10.8 × 14 100 = $3780 The quarterly repayment amount is $3780. b Capital gain = selling price − purchase price = $152 000 − $140 000 = $12 000 = Total interest charged = repayment × number of payments = $3780 × 4 = $15 120 Profit = capital gain − loan cost = $12 000 − $15 120 = $3 120 In 1 year, they will make a loss of $3120. 19 Using CAS: N∶ 26 I%∶ 6.79 PV∶ −210 000 PMT∶ unknown FV∶ 210 000 PY∶ 26 CY∶ 26 Payment = $548.42 The correct answer is A. 7.4 Exam questions 1 First, use finance solver to find the value of the payment if it is paid off over 20 years: N∶ 240 I(%)∶ 3.14 PV∶ 400 000 PMT∶ ?? FV∶ 0 PpY∶ 12 CpY∶ 12 The monthly payment will be $2246.53. However, Bob makes only interest-only payments for 2 years, which means that at the end of 2 years he still owes $400 000. Use finance solver a second time to calculate the new interest rate for the final 18 years of the loan. N∶ 216 I(%)∶ ?? PV∶ 400 000 PMT∶ −2246.53 FV∶ o PpY∶ 12 CpY∶ 12 The interest rate will be 2.21%. The correct answer is B. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.5 2 Use Finance Solver on CAS: N∶ 10 years 12 months = 120 I (%) ∶ 4.35 p.a. PV∶ 245 000 PMT∶ −1800 FV ∶ −108 219.1611158 PpY/CpY∶ 12 After 10 years, Xavier still owes $108 219.16 N∶ 5 years 12 months = 60 I(%) ∶ 4.142758985... p.a. PV∶ 108 219.16 PMT∶ −2000 FV∶ 0 PpY/CpY∶ 12 To be paid off in 5 more years, the annual interest rate is closest to 4.1%. VCAA Assessment Report note: Understanding of the sign convention for TVM use is very important, as is the careful tracking of values used in subsequent calculations. The correct answer is B. 3 Using Finance Solver in CAS, first find the interest rate per annum. Enter N = 1, PV = 300 000, PMT = 2500, FV = −299 000, PpY = 12, CpY = 12. Solving for I gives I = 6%. Check whether option A is correct: Enter N = 2, PV = 300 000, PMT = 2500, PpY = 12, . CpY = 12 Solving for FV gives FV = −297 995. Therefore, option A (‘After 2 months, $297 995 is still owing on the loan’) is correct. VCAA Assessment Report note: In this question, students needed to test the truth of five statements relating to the repayment of a reducing balance loan Many students struggled with this question The key to answering this question was to use a TVM to work out the interest rate applying to the loan. This knowledge, with the aid of a TVM solver, could then be used to test the truth of each of the five statements. The correct answer is A. 7.5 Annuities and perpetuities 7.5 Exercise 1 a V0 = 12 500 6 r = = 1.5% 4 1.5 R=1+ = 1.015 100 *1d P df_Fol i o: 131 b 131 d = 3243 V0 = a, Vn+1 = RVn − d V0 = 12500, Vn+1 = 1.015Vn − 3243 12 500 12 500 12 500 × 1.015 – 3243 9444.50 9444.50 × 1.015 – 3243 6343.17 6343.17 × 1.015 – 3243 3195.32 3195.32 × 1.015 – 3243 0.25 After 1 year the balance of the annuity is 25 cents. c Abdo’s last payment should be increased by 25 cents to $3143.25. d See table at the foot of the page* 2 20 000 20 000 × 1.004583 – 3500 20 000 16 591.66 16 591.66 × 1.004583 – 3500 13 167.70 13 167.70 × 1.004583 – 3500 9728.05 9728.05 × 1.004583 – 3500 6272.63 After 5 months, the balance of the annuity is $2801.38. The correct answer is D. 3 a N∶ = ? I%∶ = 9.5 PV∶ = −160 000 PMT∶ = 6000 FV∶ = 0 PpY∶ = 12 CpY∶ = 12 PMTAt∶ = END N = 30 months The annuity will last 30 months. b N∶ = 360 I%∶ = 9.5 PV∶ = −160 000 PMT∶ = ? FV∶ = 0 PpY∶ = 12 CpY∶ = 12 PMTAt∶ = END PMT = $1345.37 The payment should be $1345.37. 4 N∶ = ? I%∶ = 4 PV∶ = −100 000 PMT∶ = 3000 6272.63 × 1.004583 – 3500 2801.38 Payment number (n) Payment Interest Principal reduction Balance of loan 0 1 2 3 4 0.00 3243 3243 3243 D = 3243.25 0.00 A = 187.50 141.67 95.15 47.93 0.00 3055.50 B = 3101.33 3147.85 3195.07 12500 9444.50 6343.17 C = 3195.32 0 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 132 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.5 FV∶ = 0 PpY∶ = 4 CpY∶ = 4 PMTAt∶ = END The annuity will last for 42 months. The correct answer is A. v0 r 5 d= 100 150 000 × 5 = 100 = $7500 The correct answer is B. V0 r 6 d= 100 95 000 × 3.8 = 100 = $3610 The correct answer is D. V0 r 7 a d= 100 75 000 × 4.8 = 100 = $3600 100 × d b r= V0 100 × 4800 = 75 000 = 6.4% p.a. c Using CAS: N∶ 1 I%∶ 4.8 PV∶ −75 000 PMT∶ unknown FV∶ 75 000 PY∶ 1 CY∶ 12 PMT = $3680.27 d Using CAS: N∶ 1 I%∶ unknown PV∶ −75 000 PMT∶ 1200 P df_Fol i o: 132 FV∶ 75 000 PY∶ 4 CY∶ 12 I = 6.37% V0 r 8 a d= 100 125 000 × 5.7 = 100 = $7125 100 × d b r= V0 100 × 8000 = 125 000 = 6.4% p.a. c Using CAS: N∶ 1 I%∶ 5.7 PV∶ −125 000 PMT∶ unknown FV∶ 125 000 PY∶ 1 CY∶ 12 PMT = $7314.12 d Using CAS: N∶ 1 I%∶ unknown PV∶ −125 000 PMT∶ 2000 FV∶ 125 000 PY∶ 4 CY∶ 12 I = 6.37% 6.25 9 R= 4 = 1.5625% per term 100 × d V0 = r 100 × 5000 = 1.5625 = $320 000 7.5 10 R = 4 = 1.875% per term 100 × d V0 = r 100 × 2000 = 1.875 = $106 666.67 11 d = ?, V0 = $350 000, r = 5 V0 r d= 100 350 000 × 5 = 100 = $17 500 The correct answer is B. 12 a d = ?, V0 = $400 000, r = 4 V0 r d= 100 400 000 × 4 = 100 = $16 000 b d = ?, V0 = $300 000, r = 1 V0 r d= 100 300 000 × 1 = 100 = $3000 per quarter 13 a d = ?, V0 = $100 000, r = 12 ÷ 12 V0 r d= 100 100 000 × 1 = 100 = $1000 per month Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.5 b d = ?, V0 = $2 000 000, r = 6 ÷ 4 V0 r d= 100 2 000 000 × 1.5 = 100 = $30 000 per quarter FV = 2 000 000 PY = 4 CY = 4 PMT∶ END 15 a d = ?, V0 = $80 000, r = 4 V0 r d= 100 80 000 × 4 = 100 = $3200 14 (12a) Using Finance Solver∶ N=1 I% = 4 PV = −400 000 PMT = 16 000 FV = 400 000 PY = 1 CY = 1 PMT∶ END b d = $5000, V0 = $80 000, r = ? V0 r d= 100 80 000 × r 5000 = 100 r = 6.25% p.a. b N=1 I% = 4 PV = −300 000 PMT = 3000 FV = 300 000 PY = 4 CY = 4 PMT∶ END c The perpetuity formula cannot be used as the frequency of the payment is not the same as the compounding period. Use Financial Solver. N=1 I% = 4 PV = −80 000 PMT = 3248.3208 FV = 80 000 PY = 1 CY = 4 PMT∶ END The total payment is $3248.32 per year, which is $48.32 greater. d d = $400, V0 = $80 000, r = ? V0 r d= 100 80 000 × r 400 = 100 r = 0.5% per month or 6% p.a. (13a) N = 1 I% = 12 PV = −100 000 PMT = 1000 FV = 100 000 PY = 12 CY = 12 PMT∶ END b N=1 I% = 6 PV = −2 000 000 PMT = 30 000 *16 P df_Fol i o: 133 133 16 See table at the foot of the page* The balance at the end of the sixth month is $17 088.13. Time period Principal ($) 1 15 000.00 15 000 2 15 131.25 + 250 = 15 381.25 15 381.25 3 15 515.84 + 250 = 15 765.84 15 765.84 4 15 903.79 + 250 = 16 153.79 16 153.79 5 16 295.14 + 250 = 16 545.14 16 545.14 6 16 689.91 + 250 = 16 939.91 16 939.91 Interest earned ($) 0.105 = 131.25 ( 12 ) 0.105 = 134.59 ( 12 ) 0.105 = 137.95 ( 12 ) 0.105 = 141.35 ( 12 ) 0.105 = 144.77 ( 12 ) 0.105 = 148.22 ( 12 ) Balance ($) 15 131.25 15 515.84 15 903.79 16 295.14 16 689.91 17 088.13 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.5 134 17 a i d = $5000, V0 = $400 000, r = ? V0 r d= 100 400 000 × r 5000 = 100 r = 1.25% p.a. ii d = $1000, V0 = $500 000, r = ? V0 r d= 100 500 000 × r 1000 = 100 r = 0.2% per month = 2.4% p.a. iii d = $30 000, V0 = $800 000, r = ? V0 r d= 100 800 000 × r 30 000 = 100 r = 3.75% per 6 months = 7.5% p.a. iv d = $200, V0 = $100 000, r = ? V0 r d= 100 100 000 × r 200 = 100 r = 0.2% per fortnight = 5.2% p.a. b i N=1 I% = 1.25 PV = −400 000 PMT = 5000 FV = 400 000 PpY = 1 CpY = 1 PMT∶ END ii N = 1 I% = 2.4 PV = −500 000 PMT = 1000 FV = 500 000 PpY = 12 CpY = 12 PMT∶ END iii N = 1 I% = 7.5 PV = −800 000 PMT = 30 000 FV = 800 000 PpY = 2 CpY = 2 PMT∶ END iv N = 1 I% = 5.2 PV = −100 000 PMT = 200 FV = 100 000 PpY = 26 CpY = 26 PMT∶ END 18 a Using Finance Solver: N=1 I% = 1.242 895 218 PV = −400 000 PMT = 5000 FV = 400 000 PpY = 1 CpY = 12 PMT∶ END r = 1.24% p.a. b N=1 I% = 2.426 576 795 PV = −500 000 PMT = 1000 FV = 500 000 PpY = 12 CpY = 1 PMT∶ END r = 2.43% p.a. c N=1 I% = 7.430 975 749 PV = −800 000 PMT = 30 000 FV = 800 000 PpY = 2 CpY = 4 PMT∶ END r = 7.43% p.a. d N=1 I% = 5.206 067 34 PV = −100 000 PMT = 200 FV = 100 000 PpY = 26 CpY = 12 PMT∶ END r = 5.21% p.a. 19 a d = $200 per month, V0 = ?, r = 3.6 ÷ 12 V0 r d= 100 V0 × 0.3 200 = 100 V0 = $66 666.67 b 200 × 50 × 12 = $120 000 The correct answer is E. P df_Fol i o: 134 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.6 20 a d = V0 r 100 d × 100 1200 × 100 V0 = = r 6 = $20 000 10 000 × 100 b V0 = 4.5 = $222 222.22 300 × 100 c V0 = 0.5 = $60 000 120 × 100 d V0 = 0.25 = $48 000 135 VCAA Assessment Report note: A common error was to choose option E, which corresponded to both the PV and FV being incorrectly allocated the same sign. 7.6 Annuity investments 7.6 Exercise 1 a r= 10 = 0.8333 12 0.8333 R=1+ = 1.00833... 100 V0 = 7000, Vn+1 = 1.0083Vn + 150 7.5 Exam questions 1 a After one month: A1 =1.0024 × 500 000 − 2000 = $499 200 After two months: A2 = 1.0024 × 499 200 − 2000 [1 mark] = $498 398.08 r , so r = 2.88%⋅ [1 mark] b 1.0024 = 1 + 1200 c Perpetuity means that the balance will always remain the same, i.e. An+1 = An 500 000 = k × 500 000 − 2000 [1 mark] k = 1.004 2 The value of A is not changing, so the recurrence relation is subtracting the same value as the interest earned. 0.025 × 200 000 = 5000 The correct answer is B. 3 Use Finance Solver on CAS: N∶ 5 years × 12 months = 60 I (%) ∶ 5.2 p.a PV∶ −130 784.92 FV∶ −66 992.27 PpY/CpY∶ 12 Therefore, the payment (PMT) each month is $1 500. The correct answer is C. 7000 7000 × 1.0083 + 150 7208.10 7000 7208.10 × 1.0083 + 150 7417.93 7417.93 × 1.0083 + 150 7629.50 7629.50 × 1.0083 + 150 7842.82 7842.82 × 1.0083 + 150 8057.92 The value of the investment at the end of the fifth month is $8057.92. b See table at the foot of the page* A = $58.10 B = $209.83 C = $63.92 D = $8057.83 2 a V0 = 10 000 12 r= =1 12 1 R=1+ = 1.01 100 V0 = 10 000, Vn+1 = 1.01Vn + 200 b 10 000 10 000 × 1.01 + 200 10 000 10 300 10 300 × 1.01 + 200 10 603 10 603 × 1.01 + 200 10 909.03 10 909.03 × 1.01 + 200 11 218.12 11 218.12 × 1.01 + 200 11 530.30 11 530.30 × 1.01 + 200 11 845.61 The value of her investment at the end of the sixth month is $11 845.60. *1b Time period Payments Interest Principal increase Balance of investment 0 1 2 3 4 5 0 150 150 150 150 150 0 0.0083 × 7000 = 58.10 59.83 61.57 0.0083 × 7629.50 = 63.32 65.10 0 208.10 150 + 59.83 = 209.83 211.57 213.32 215.01 7000 7208.10 7417.93 7629.50 7842.82 7842.82 + 215.01 = 8057.83 P df_Fol i o: 135 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 136 3 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.6 Time period Payments Interest Principal Balance of increase investment 0 1 2 3 0 100 100 100 0 31.25 32.07 32.90 0 131.25 132.07 132.90 5000 5131.25 5263.32 5396.22 Interest = 31.25 + 32.07 + 32.90 = $96.22 4 See table at the foot of the page* At the end of the 4th month the investment I is $10 875.37. 5 a N∶ 5 I%∶ 6.5 PV∶ −2500 PMT∶ −6500 FV∶ unknown PY∶ 1 CY∶ 1 FV is 40 433.833. Sharyn will have $40 000 correct to the nearest 1000. b N∶ 5 I%∶ 7 PV∶ −2500 PMT∶ −8000 FV∶ unknown FV is 49 512.29 Sharyn will have $50 000 correct to the nearest 1000. c Sharyn will have earned an extra $10 000. 6 a N∶ 5 I%∶ 5.5 PV∶ −4000 PMT∶ −6000 FV∶ unknown PY∶ 1 CY∶ 1 Rhonda will have $39 000 correct to the nearest 1000. b N∶ 5 I%∶ 6.5 PV∶ −4000 PMT∶ −8000 FV∶ unknown PY∶ 1 CY∶ 1 Rhonda will have $51 000 correct to the nearest 1000. c Rhonda will have earned an extra $12 000. *4 P df_Fol i o: 136 7 r= 6 12 = 0.5 Complete the table as shown: Column 2 gives the balance at the start of each time period. This is the same as the balance at the end of the previous time period. Column 3 is the additional deposit ($200). Column 4 is calculated by: (column 2 × 1.005 + column 3) n+1 1 2 3 4 5 $20 000 $200 $20 904.51 $200 Vn $20 300 $20 601.50 $21 209.03 d $20 300 Vn+1 $200 $20 601.50 $200 $21 515.08 $200 $20 904.51 $21 209.03 a Interest in month 2 is: Vn+1 − Vn − d = 20 601.50 − 20 300 − 200 = $101.50 b Interest in month 5 is: Vn+1 − Vn − d = 21 515.08 − 21 209.03 − 200 = $106.05 c Total interest is: 21 515, 08 − (20 000 + 5 × 200) = $515.08 8 a N∶ 20 I%∶ 6 PV∶ −60 000 PMT∶ −9000 FV∶ unknown PY∶ 1 CY∶ 1 The amount available is $523 000 to the nearest 1000. b N∶ 20 I%∶ 8 PV∶ −60 000 PMT∶ −10 000 FV∶ unknown PY∶ 1 CY∶ 1 The amount available is $737 000 to the nearest 1000. c 737 000 − 523 000 − $214 000 9 a N∶ 204 I%∶ 8 PV∶ −55 000 PMT∶ unknown FV∶ 550 000 Time period Payments Interest Principal increase Balance of investment 0 1 2 3 4 0 150 150 150 150 0 66.67 68.04 69.58 10 654.27 × 0.00667 = 70.96 0 216.67 218.04 219.58 150 + 70.96 = 220.96 10 000 10 216.67 10 434.71 10 654.27 10 654.27 + 220.96 = 10 875.23 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.6 PY∶ 12 CY∶ 12 Monthly contribution is 779.70. b N∶ 84 I%∶ 8 PV∶ −55 000 PMT∶ −779.70 FV∶ unknown PY∶ 12 CY∶ 12 After 7 years, Peter has $183 523.49. Change N to 120, PV to 183 523.49, PMT to 1559.40 and find the final amount Peter will have $692 647.66 in his fund. c Use CAS and change values appropriately 816 247.11 − 692 647.66 = 123 599.66. $124 000 to the nearest 1000. 10 a N∶ 132 I%∶ 9.5 PV∶ −115 000 PMT∶ unknown FV∶ 600 000 PY∶ 12 CY∶ 12 Monthly payment: $1185.74 b N∶ 72 I%∶ 9.5 PV∶ −115 000 PMT∶ −1185.74 FV∶ unknown After 6 years, there is a total of $317 370.62. Change PV to −317 370.62 and PMT to −$2371.48 and N to 60. Patricia will have $690 610.68 in her fund. c 737 282.59 − 690 616.64 = 46 665.95 $47 000 to the nearest 1000. 11 Repeat the method from question 10. a 1168.46 b $861 442.14 c $238 000 a $717.34 b $931 925.99 12 Repeat the method from question 10. 7.6 Exam questions 1 Use the first balance and second interest amount to calculate the interest rate per period (x). x% of 6977.50 = 27.91 solving for x, x = 0.4% per period The interest earned for payment number 20 is 0.4% of $7233.83 = $28.94. The principal addition for payment number 20 is $7500 − $7233.83 = $266.17 . 137 So, interest + payment = principal addition Payment + 28.94 = 266.17 Payment = 266.17 − 28.94 = $237.23 The correct answer is D. VCAA Assessment Report note: This question required the interpretation of an amortisation table and the calculation of a missing payment value. Many students seemed to assume that the payment value would be constant at $100 (option B), despite the question stating that the payment may vary. 5.2 2 a 5.2% p.a. is equivalent to % per month. 12 × 360 000 = $1560 per month. [1 mark] 100 VCAA Assessment Report note: Some students gave the annual payment of $18 720, while 5.2 others knew the correct method but rounded to 1000 2 decimal places before multiplying by $360 000, giving $1548. b Use Finance Solver on CAS: N∶ 4 years 12 months = 48 I(%)∶ 3.8 p.a. PV∶ −360 000 PMT∶ −500 FV ∶ 444 872.9444992 PpY/CpY∶ 12 After 4 years, Alex’s investment grows to $444 872.94. [1 mark] N∶ 2 years 12 months = 24 I3.8 PV∶ −444 872.94 PMT∶ −805.65070094875 FV∶ 500 000 PpY/CpY∶ 12 To grow to $500 000 in a further two years, Alex’s new monthly payment will be $805.65. [1 mark] VCAA Assessment Report note: Some students entered the $500 payment as a positive into their Finance Solver, giving $393 121.15 as the four-year value. A few students tried to use a formula but made little progress. P×r 3 a Q= 100 P × 3.68 460 = [1 mark] 100 P = $12 500 b A perpetuity is an investment that provides regular payments that continue forever. Therefore, they will be able to provide the scholarship for an infinite number of years. [1 mark] VCAA Assessment Report note: Many students did not know that perpetuities pay out only the interest earned, while the principal remains unchanged. 5.2 12 P df_Fol i o: 137 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 138 TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.7 The most common incorrect answer was 12 500 ≈ 27 years 460 7.7 Review 7.7 Exercise Multiple choice 1 N∶ 104 I%∶ 9.75 PV∶ 14 000 PMT∶ unknown FV∶ 0 PY∶ 26 CY∶ 26 The repayment is $162.82. The correct answer is C. 8.2 2 r= = 2.05% 4 Interest = 0.0205 × 22 000 = 451 The interest = $451 The correct answer is B. 3 N∶ unknown I%∶ 10.5 PV∶ 41 000 PMT∶ −588.39 FV∶ 0 PY∶ 12 CY∶ 12 N = 108 N is closest to 110 The correct answer is E. 4 N∶ unknown I%∶ 5 PV∶ 56 000 PMT∶ −1500 FV∶ 0 PY∶ 4 CY∶ 4 N = 50.6 ≈ 51 ≈ 12.75 years The correct answer is C. 5 N∶ 130 I%∶ 6.5 PV∶ 24 000 PMT∶ unknown FV∶ 0 PY∶ 26 CY∶ 26 d = $216.47 The correct answer is E. 6 Enter the values into the Finance Solver and solve for FV. N∶ = 20 I(%)∶ = 6.5 PV∶ = −24 000 PMT∶ = ? FV∶ = 0 PpY∶ = 4 CpY∶ = 4 The payment (FV) = $1415.18 The correct answer is D. 7 N∶ 20 I%∶ 5.5 PV∶ 24 000 PMT∶ unknown FV∶ 0 PY∶ 4 CY∶ 4 d = $1380.73 The correct answer is B. 8 V0 = a, Vn+1 = RVn + d V0 = 2000 6 = 0.5 r= 12 0.5 R=1+ = 1.005 100 d = 360 V0 = 2000, Vn+1 = 1.005Vn + 360 The correct answer is D. 9 Interest only loans∶ PV = −FV PpY = 12 N = any number because loan is not paid off Using Finance Solver PMT = $1644.458 The correct answer is D. 10 Using Finance Solver: a N∶ 204 I%∶ 9.6 PV∶ − 92 200 PMT∶ unknown FV∶ 800 000 PY∶ 12 CY∶ 12 PMT∶ $649.91. Her employee is contributing $500 per month, so Claire needs to contribute $149.91. The correct answer is D. Short answer 11 Interest = 542.71 × 240 − 70 000 = $60 250.40 12 After 10 years N∶ 120 I%∶ 7 PV∶ 70 000 PMT∶ −542.71 FV∶ unknown PY∶ 12 CY∶ 12 There is $46 741.44 still owing after 10 years. P df_Fol i o: 138 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.7 13 N∶ unknown I%∶ 7 PV∶ 46 741.44 PMT∶ −600 FV∶ 0 PY∶ 12 CY∶ 12 N = 104.18 104.18 Total term = 10 + 12 = 18.6667 years. Total term is 18 years and 8 months or 19 years (to the nearest whole year). 14 N∶ 20 I%∶ 7 PV∶ 55 000 PMT∶ −1487.93 FV∶ unknown PY∶ 4 CY∶ 4 After 20 payments, the balance outstanding is $42 558.31. Using CAS, it will take her 228 payments to pay out the loan. Term of altered loan 20 228 + = 4 26 = 5 + 8.769 = 13.76 = 13 years 20 fortnights ∴ Difference = 15 − 13 years 20 fortnights = 1 year 6 fortnights 15 Fixed rate N∶ 60 1%∶ 8.25 PV∶ 8000 PMT∶ unknown FV∶ 0 PY∶ 12 CY∶ 12 139 b Use Finance Solver because the compounding period is not the same as the payment period. set PpY = 1 and CpY = 12 Interest rate = 6.97% p.a. Extended response 17 a V0 = $40 000, Vn = $400 000 n = 10 × 4r = 7.7% p.a. = 40 On Finance Solver: N = 40, I = 7.7, PV = −40 000, FV = 400 000, PpY = CpY = 4 d = PMT = $5287.59 b On TVM Solver: N = 20 × 12 = 240 PV = −40 000 FV = 400 000 PMT = −200 PpY = CpY = 12 r = I = 9.39% p.a. 18 a V0 = $27 000 − $10 000 = $17 000 n=4 r=6 17 000 × 6 × 4 ∴ Interest = 100 = $4080 Repayment∶ $163.17 ∴ Interest = 163.17 × 60 − 8000 = $1790.20 Better off with variable interest rate by approximately $4.83. Variable rate using d = $163.17 (1) After 1st V12 = 6670.98 (2) 2nd condition − V24 V24 = $3592.78 (3) Time of 3rd condition (n = ?) N = 23.97 when n = 23, Vn = 157.25 Interest = 163.17 × (12 + 24 + 23) + 157.25 × 1.006916667 − 8000 = 9627.03 + 158.3376459 − 8000 = $1785.37 Pr 16 a d = 100 1 200 000 × 7.2 = = $86 400 100 Total cost of the car = $27 000 + $4080 = $31 080 b i V0 = $2000 r=7 n=3 7 ∴ Amount Vn = 2000 1 + ( 100 ) = 2000 (1.07) 3 = $2450.09 3 ∴ Interest = 2450.09 − 2000 = $450.09 ii Total cost of the car = 12 000 + 450.09 = $12 450.09 c i V0 = $5000 n=4 r=5 5 ∴ Amount Vn = 5000 1 + ( 100 ) = 5000 (1.05)4 = $6077.53 ∴ The expected value of the painting after 4 years is $6077.53. 4 P df_Fol i o: 139 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.7 140 V0 = $5000 r = 10 ∴ d = 10% of 5000 = $500 n=4 ∴ V4 = 5000 − 500(4) = 5000 − 2000 = $3000 ∴ Future value after 4 years is $3000. i r = 15 n=4 V0 = $27 000 ii d 15 ∴ V4 = 27 000 1 − ( 100 ) = 27 000(0.85)4 = $14 094.17 ∴ Future value of car in 4 years is $14 094.17. ii r = 15 n=4 V0 = $12 000 4 15 ∴ V4 = 12 000 1 − ( 100 ) = 12 000(0.85)4 = $6264.08 ∴ Future value of the car after 4 years is $6264.08. iii Clearly, the $27 000 car option loses the most money. 4 e Description Cost of loan Depreciation of goods Total cost Less benefits Total cost *19b P df_Fol i o: 140 Payment $27 000 car $5000 car $12 000 car and painting $12 905.83 $5735.92 $4080 $31 080 $0 $450.09 $12 450.09 $0 $31 080 $12 450.09 Principal outstanding ($) 1 6000 2 5279.04 3 4549.97 4 3812.70 5 3067.13 6 2313.17 7 1550.74 8 779.72 19 a Using CAS, enter: N (n) = 8; I (r) = 4.5; PV(V0 ) = −6000; PMT (d) = unknown; FV(Vn ) = 0; PpY = 4; CpY = 4. Solving for PMT gives 788.46424… Therefore, quarterly payments are $788.46. b After each payment, the amount of outstanding loan = principal outstanding + interest due − payment. For example, interest due prior to first repayment 0.045 = 67.5 = 6000 × 4 Loan outstanding after the first repayment = 6000 + 67.50 − 788.46 = 5279.04 See table at the foot of the page* c Total amount paid on the loan = 788.46 × 8 = $6307.68 d Total interest paid on the loan = $6307.68 − $6000 = $307.68 n i e r= 1+ −1 ( n) i = 0.045; n = 4 4 0.045 −1 r= 1+ ( 4 ) r = 0.045765 Therefore, the effective annual interest rate is 4.58% (correct to 2 decimal places). 7.7 Exam questions $0 $2000 $10 000 $1077.53 $8922.47 Interest due ($) 6000 × 1 $449 060.08 − $422 051.93 = $270 08.15 The correct answer is C. 2 Use Finance Solver on CAS: N∶ ?? I(%)∶ 4 PV∶ −500 000 PMT∶ 44 970.55 FV∶ 0 PpY∶ 1 CpY∶ 1 Therefore, N = 15 years . The correct answer is B. 0.045 = 67.5 4 0.045 5279.04 × = 59.39 4 0.045 4549.97 × = 51.19 4 0.045 3812.70 × = 42.89 4 0.045 3067.13 × = 34.51 4 0.045 2313.17 × = 26.02 4 0.045 1550.74 × = 17.45 4 0.045 779.72 × = 8.77 4 Payment ($) Loan outstanding ($) 788.46 5279.04 788.46 4549.07 788.46 3812.70 788.46 3067.13 788.46 2313.17 788.46 1550.74 788.46 779.72 788.46 0.03 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 7 Modelling reducing balance loans, annuities and perpetuities using recursion • EXERCISE 7.7 3 a i Principal reduction = $318 718.08 − $318 074.23 = $643.85 [1 mark] 3.6 % × $318 074.23 = $954.22 ii Monthly interest = 12 Therefore, the balance after payment 4 will be $318 074.23 + $954.22 − $1600 = $317 428.45 [1 mark] 3.6 = 3% b Note that the monthly interest rate will be 12 S0 = 320 000, Sn+1 = 1.003 × Sn − 1600 [1 mark] 4 Change in rate: I28 I27 1002.26 961.90 − = − ≈ +0.02% per month V22 V26 227 785.76 229 023.86 +0.02 × 12 = +0.24% per annum. The interest rate increased by 0.24% per annum. The correct answer is A. 5 a i Use Finance Solver on CAS: N∶ 12 I (%)∶ 6.9 PV∶ 70 000 PMT∶ −800 PpY/CpY∶ 12 Therefore, Ken will owe $65 076.22 after 12 months. [1 mark] VCAA Assessment Report note: Rather than use a financial solver to answer the question above, a number of students adopted a formulaic approach, almost always unsuccessfully, based on the compound interest formula. ii Total interest after 12 payments = 800 × 12 − (70 000 − 65 076.22) = $4676.22 [1 mark] VCAA Assessment Report note: A common incorrect answer was $4923.78, which is the reduction in the principal over the year. This failed to take into account the $9600 total of repayments made in the year. b After 3 years, the value of the loan is $54 151.60. Using Finance Solver on CAS: N∶ 36 I (%)∶ 6.9 PMT∶ −800 FV∶ 0 PpY/CpY∶ 12 [1 mark] The principal amount after a further 3 years would be $25 947.58. Ken’s lump sum payment, $L, will be: L = 54 151.60 − 25 947.58 = $28 204. [1 mark] Correct tables of input values for the financial solver may have illustrated working out to qualify for a method mark even if the final answer was incorrect. P df_Fol i o: 141 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 141 142 TOPIC 8 Matrices • EXERCISE 8.2 Topic 8 — Matrices 8.2 Matrix representation 8.2 Exercise ⎡−4 0 0⎤ ⎢ ⎥ 1 A = ⎢ 0 6 0⎥ is a 3 × 3 diagonal matrix. ⎣ 0 0 3⎦ The element in the 2, 1 position is 0 and the number 3 is represented by a33 . 2 −3 B= is a 2 × 2 square matrix. 0] [3 The element in the 2, 1 position is 3 and the number 3 is represented by b21 . 1 1 C= is a 2 × 2 binary matrix. [0 1] The element in the 2, 1 position is 0 and 3 is not in the matrix. ⎡ 3 1 −5⎤ ⎢ ⎥ D = ⎢ 1 −12 6⎥ is a 3 × 3 symmetrical matrix. ⎣−5 6 13⎦ The element in the 2, 1 position is 1 and 3 is represented by d11 . ⎡ −2 0 0⎤ ⎢ ⎥ E = ⎢ 5 4 0⎥ is a 3 × 3 lower triangular matrix. ⎣−10 3 6⎦ The element in the 2, 1 position is 5 and 3 is represented by e32 . ⎡3 −5 2⎤ ⎥ ⎢ 2 A = ⎢0 5 −12⎥ is a 3 × 3 upper triangular matrix. ⎣0 0 15⎦ The element in the 1, 2 position is −5 and 3 is represented by a11 . B = [−1 −3 1] is a 1 × 3 row matrix. The element in the 1, 2 position is −3 and 3 is not in the matrix. 7 10 C= is a 2 × 2 square matrix. 1] [3 The element in the 1, 2 position is 10 and 3 is represented by c21 . ⎡ 12 7 −17⎤ ⎥ ⎢ D = ⎢ 7 −9 3⎥ is a 3 × 3 symmetrical matrix. ⎣−17 3 12⎦ The element in the 1, 2 position is 7 and 3 is represented by d32 and d23 . 3 a i This is a 4 × 2 rectangular matrix. ii The 2, 1 element is 2. iii a22 b i This is a 3 × 3 square matrix. ii The 2, 1 element is 0. iii b33 c This is not a matrix. d i This is a 3 × 1 column matrix. ii The 2, 1 element is 3. iii d21 i This is a 1 × 3 row matrix. ii The 2, 1 element does not exist. iii e11 f i This is a 3 × 3 symmetrical matrix. ii The 2, 1 element is −4. iii f32 and f23 4 A is a (3 × 3) lower triangular matrix. The element in the 2, 2 position is 4 and the number 7 is represented by a33 . B is a (1 × 3) row matrix. The element in the 2, 2 position is 7 and the number 7 is represented by b12 . C is a (2 × 2) identity matrix. The element in the 2, 2 position is 1 and the number 7 is not in the matrix. D is a (3 × 3) symmetrical matrix. The element in the 2, 2 position is 0 and the number 7 is represented by d33 . 5 i a a21 = 1 b a21 = 2 c The a21 element does not exist. d The a21 element does not exist. e a21 = 3 f a21 = 3.5 ii The a32 element exists for matrices a and e. 6 The element in row 2, column 1 is −0.5. The correct answer is C. 7 The number 3 is in row 3, column 2, so it can be represented as a32 . The correct answer is B. 8 ⎡1 0 0 0 ⎤ ⎢ ⎥ ⎢0 1 0 0 ⎥ ⎢0 0 1 0 ⎥ ⎢ ⎥ ⎣0 0 0 1 ⎦ 9 Use a 4 × 4 matrix to represent the connection between the four vertices. ⎡0 1 1 1 ⎤ ⎥ ⎢ ⎢1 0 1 2 ⎥ ⎢1 1 0 0 ⎥ ⎥ ⎢ ⎣1 2 0 0 ⎦ e A B C D Vertex A is connected once to vertices B, C and D. Vertex B is connected once to vertices A and C and twice to vertex D. Vertex C is connected once to vertices A and B. Vertex D is connected once to vertex A and twice to vertex B. ⎡26 AFL ⎢ 10 Cricket ⎢15 Total ⎣41 ⎡26 22⎤ ⎢ ⎥ 9⎥ ⎢15 ⎣41 31⎦ 22⎤ ⎥ 9⎥ 31⎦ P df_Fol i o: 142 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.3 11 Count the number of routes between each town. For example, there are three routes between A and B, two between A and C, and so on. The matrix can be represented as: ⎡ 0 3 2 1 ⎤ ⎢ ⎥ ⎢ 3 0 1 1 ⎥ ⎢ 2 1 0 1 ⎥ ⎢ ⎥ ⎣ 1 1 1 0 ⎦ 12 ⎡12 ⎢ ⎢ 9 ⎣21 13 15 [12 23 16 39 35⎤ ⎥ 25⎥ 60⎦ 10 15 100 87] 2 A= C= 8.2 Exam questions 1 In a transpose matrix, the rows are swapped to the columns, and vice versa. ⎡ 3 2⎤ 3 8 13 ⎢ ⎥ If M = ⎢ 8 9⎥, then MT = 7] [2 9 ⎣13 7⎦ The correct answer is D. 2 The amount saved in week 2 is given by the element in row 2, column 2 — 90. The correct answer is B. 3 Select an element (e.g. 5 in row 2, column 3: m2,3 = 5) and try all the options. A∶ 2 + 3 − 1 ≠ 5 B∶ 2(2) − 3 + 1 ≠ 5 C∶ 2(2) + 3 − 2 = 5 This is the correct answer. D∶ 2 + 2(3) − 2 ≠ 5 E∶ 2 + 3 + 1 ≠ 5 The correct answer is C. 8.3 Addition, subtraction and scalar operations with matrices b B+A 0 −3 4 + 2] [3 [5 −3 4+0 = 2] [3 + 5 7 0+4 = −4] [5 + 3 7 + −3 4 = −4 + 2] [8 −3 + 7 4 = 2 + −4] [8 = 4 −2] 4 −2] −2 5 − −8] [1 −4 [ 2 7 6 −10 6] −7 − 5 −2 = −5] [−5 − 1 7−7 6−6 0 0 0 −3] = 12 −8 [ 9 15 ,B= −10] [18 8 [1 17 12 −12 [ −6 −21 , −13] 20 10 −4 −9 ,D= −9] [−12 17 5 −2 − −2 −8 − −5] −12 −11] a A+B 12 9 15 + [−8 −10] [18 20 10 −21 −13] −21 8 + −13] [1 17 12 −4 15 + 8 = −9] [18 + 1 This cannot be done because A is a (2 × 2) matrix and B is a (2 × 3) matrix. b B+C 15 [18 20 10 c B−C 15 [18 d B−D 15 [18 −9 [−12 17 5 = = = −12 8 − −11] [1 5 3 + 2] [5 4 [2 5 0] −21 + −4 −13 + −9] 20 − 17 10 − 12 −21 − −4 −13 − −9] −25 −22] 37 22 7 [17 = 17 12 20 + 17 10 + 12 −17 −4] 3 −2 −12 15 − −9 = −11] [18 − −12 17 5 1 [−3 1+3 [−3 + 5 23 [19 −4 15 − 8 = −9] [18 − 1 17 12 −21 −9 − −13] [−12 20 10 e D−C = −21 8 − −13] [1 20 10 3 a A+B= 8.3 Exercise −2 cannot be done because B is a −5] 7 6 (2 × 2) matrix and C is a (2 × 3) matrix. d B−A 0 −3 4 7 0 − 4 −3 − 7 − = 5 2] 3 −4] [ [ [5 − 3 2 − −4] e D−C −7 7 [−5 6 14 Place the suppliers in the columns. ⎡ 5 7 15⎤ ⎢ ⎥ 2 7⎥ ⎢12 ⎣ 6 15 0⎦ 15 The matrix must have 4 rows and 2 columns. ⎡ 3 2⎤ ⎢ ⎥ −4 −1 ⎢ ⎥ ⎢ 4 −1⎥ ⎢ ⎥ ⎣ 4 1⎦ 1 a A+B 4 7 0 + [3 −4] [5 c B−C 5 0 −3 − 2] [1 [5 143 24 [30 3 5 −4 −9 − 8 = −9] [−12 − 1 = −17 [−13 0 −2] 5+0 2 + −2] P df_Fol i o: 143 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 0 −7 20 − 17 10 − 5 −9 −2] 17 − 17 5 − 12 −8 −2] −21 − −12 −13 − −11] −12 − −4 −11 − −9] TOPIC 8 Matrices • EXERCISE 8.3 144 b A+A= = = 5 1 + 2] [−3 1 [−3 1+1 [−3 + −3 5+5 2 + 2] 7 a A + 2B = 5 2] = 2 10 4] [−6 c B − C is not possible as B and C are of different orders. 3 d B−A= [5 0 1 − −2] [−3 3−1 = [5 − −3 2 = [8 4 e D−C= [3 −5 −4] 2 −2 4−1 = [3 − 3 3 = [0 −3 1 0−5 −2 − 2] 5 2] 2−5 −2 − −3 − [23.50 5 −3 2−0 −1 − 3] 0 3] 2 −4] = [26.00 169.00 45.00 87.50 81.50 −6 [ 6 −18 8 = −4] [ 18 24 −12] −2 12 8 = −4] [−12 3 b −2A c 135.00 90.00 6 a 3A −6 [ 6 1 A 2 1 −6 2[ 6 −6 [ 6 d 0.4A 0.4 8 −3 = −4] [ 3 299.95] 140.00] 159.95] −16 8] 4 −2] 8 −2.4 = −4] [ 2.4 b 2A − B = 2 3.2 −1.6] 8 a 3A = 3 × = = 0 −3] −12 −8 − 0] [ 7 12 [ 3 −12 3] 4 [1 5 2] 15 6] 4 [2 8 6] 0.1 × 4 [0.1 × 2 0.4 [0.2 c 2A + 3A = 5A =5× = 0.8 0.6] 4 [1 20 [ 5 5 2] 5×5 5 × 2] 25 10] 4 1 d A+ B= 4 [1 = 0.1 × 8 0.1 × 6] 5×4 [5 × 1 = = 0 −3] 3×5 3 × 2] b 0.1B = 0.1 × = −6 −8 − 0] [ 7 −6 −6] 4 [10 12 [ 3 = 0 −6] 2 [5 3×4 [3 × 1 0 −3] −16 −6 + 0] [ 14 −14 [ 19 = = ⎡0.2 −0.5⎤ ⎡ 1.2 −0.5⎤ ⎥ ⎥ ⎢ ⎢ 4 F − E = ⎢2.4 5.0⎥ 2.5⎥ − ⎢ 3.6 ⎣ 0 2.2⎦ 1.1⎦ ⎣−3.5 ⎡0.2 − 1.2 −0.5 − −0.5⎤ ⎥ ⎢ = ⎢2.4 − 3.6 2.5 − 5.0⎥ ⎣ 0 − −3.5 1.1 − 2.2⎦ ⎡−1.0 0⎤ ⎥ ⎢ = ⎢−1.2 −2.5⎥ ⎣ 3.5 −1.1⎦ The correct answer is D. 5 Profit = S − C = [49.50 2 [5 = 2 1 − −1] [3 −8 −6 +2 0] [ 7 2 [5 5 4 1 + × 2] 4 [2 4 [1 5 1 + 2] [0.5 5 [1.5 7 3.5] e 2(A + B) = 2 × =2 = 4 ([1 8 ([3 16 [ 6 8 6] 2 1.5] 5 4 + 2] [2 8 6]) 13 8]) 26 16] P df_Fol i o: 144 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.3 f 4 1 1 (3A − B) = 3 2 2 ( [1 = = = 5 4 − 2] [2 15 4 − 6] [2 12 1 2 ([ 3 1 8 2 [1 7 0] 4 [0.5 3.5 0] 8 6]) 8 6]) c 2C + A = 4B 2C = 4B − A 1 C = (4B − A) 2 3 4 5 4B − A = 4 − [2 6] [−2 16 [ 8 20 3 − 24] [−2 7 2] 7 2] 13 [10 13 22] = = 9 Store both C and D in the graphics calculator and perform the required calculations. a ⎡4 ⎢ ⎢8 ⎢4 ⎢ ⎢8 ⎣4 12 8 0 4 4 b ⎡−0.4 ⎢ ⎢−0.2 ⎢−0.3 ⎢ ⎢−0.2 ⎣−0.5 c ⎡ −9 ⎢ ⎢ 0 ⎢ −6 ⎢ ⎢ 0 ⎣−12 d ⎡14 ⎢ ⎢16 ⎢12 ⎢ ⎢16 ⎣16 e ⎡−5.5 ⎢ ⎢ −2 ⎢ −4 ⎢ ⎢ −2 ⎣ −7 0 16 −8 12 20 −0.6 −0.3 0 −0.2 −0.1 −9 −3 0 −3 0 30 18 0 10 8 = b D+ 0 0.4 −0.2 0.3 −0.8 0 24 −12 18 −9 0 16 −8 12 46 6 [12 2 [−3 0 8 −4 6 −9.5 40 −8 10 −2 12⎤ ⎥ 0⎥ −6⎥ ⎥ −30⎥ 3⎦ 8⎤ ⎥ 24⎥ −4⎥ ⎥ 20⎥ 6⎦ −0.5 −1 −1 −1 −1 6 8 = −7] [2 8 [2 11 For a: a + −3 = 6 a=6+3 a=9 For b: 2 + b = −3 b = −3 − 2 b = −5 For c: 6 + c = −2 c = −2 − 6 c = −8 For d: −6 + 2 = d d = −4 0.2⎤ ⎥ −0.3⎥ −0.1⎥ ⎥ −1⎥ 0⎦ 12 a 6E = 4⎤ ⎥ −3⎥ −2⎥ ⎥ −15⎥ 0.5⎦ E= = b D+ 24 [6 1 [4 0 2] 6 −7] 13 ⎤ 2 ⎥⎥ 11⎦ 42 0 −6 12] 5 6 = 2] [8 2 5] 1 24 6[6 4 [1 13 22] −6 12] 42 0 −1 2] 7 0 D= = 6 −5] 6 2 − −5] [−3 1 13 2 [10 ⎡ 13 = ⎢⎢ 2 ⎣ 5 −9 −20] D= C= −36 −80] 6 = [5 P df_Fol i o: 145 −0.1 −0.1 −0.1 −0.1 −0.1 −36 −80] 40 −8 1 24 4 [48 3 0 0 0 0 14 8 8 8 8 −7.5 −3.5 0 −2.5 −1 24 10 a 4E = [48 E= 8⎤ ⎥ 12⎥ −4⎥ ⎥ 0⎥ 4⎦ 8 4 4 4 4 6 [8 5 [4 2 1 − 5] [4 −3 3] 5 2] c 2C + A = 4B 2C = 4B − A 1 C = 2B − A 2 4 8 1 4 =2 − [2 6] 2 [1 8 [4 16 2 − 12] [0.5 5 2] 2.5 1 ] 6 [3.5 13.5 11 ] = = Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 145 146 TOPIC 8 Matrices • EXERCISE 8.3 13 D + A cannot be calculated as D and A are of different orders. 1 (A − 3B) cannot be calculated as A and B are of different 2 orders. b and e are the only two that cannot be calculated. 14 a The elements for the new 4WDs are located at a21 = 4, b21 = 2 and c21 = 3. Store A has the highest number of new 4WDs (a21 = 4). b Total inventory = A + B + C = = 6 [4 4 5 + 7] [2 14 [ 9 13 12] 6 3 + 5] [3 3 0] ⎡72 84⎤ ⎢ ⎥ 15 a Semester 1 = ⎢76 68⎥ ⎣81 82⎦ ⎡78 74⎤ ⎢ ⎥ Semester 2 = ⎢76 77⎥ ⎣89 85⎦ 1 b C = (A + B) where C represents the average of the two 2 tests of the two subjects. 1 c C = (A + B) 2 ⎛⎡72 84⎤ ⎡78 74⎤⎞ 1 ⎜⎢ ⎥ ⎢ ⎥⎟ 76 68⎥ + ⎢76 77⎥⎟ 2 ⎜⎢ ⎝⎣81 82⎦ ⎣89 85⎦⎠ ⎡150 158⎤ 1⎢ ⎥ = ⎢152 145⎥ 2 ⎣170 167⎦ ⎡75 79 ⎤ ⎢ ⎥ = ⎢76 72.5⎥ ⎣85 83.5⎦ 16 a The matrices with the larger values in the third row, second column are A and C. ⎡7 16⎤ ⎡13 12⎤ ⎡14 7 ⎤ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ b Total stock = ⎢5 8 ⎥ + ⎢ 8 15⎥ + ⎢12 12⎥ ⎣2 4 ⎦ ⎣ 3 1⎦ ⎣9 4⎦ ⎡34 35⎤ ⎢ ⎥ = ⎢25 35⎥ ⎣14 9 ⎦ c A markup of 100% is equivalent to 2 times the wholesale matrix. ⎡20 000 13 000⎤ ⎢ ⎥ RRP = 2 × ⎢25 000 18 000⎥ ⎣40 000 28 000⎦ ⎡2 × 20 000 2 × 13 000⎤ ⎢ ⎥ = ⎢2 × 25 000 2 × 18 000⎥ ⎣2 × 40 000 2 × 28 000⎦ ⎡40 000 26 000⎤ ⎢ ⎥ = ⎢50 000 36 000⎥ ⎣80 000 56 000⎦ = d A discount of 10% is equivalent to 90% of the recommended price. ⎡40 000 26 000⎤ ⎥ ⎢ Discount = 0.9 × ⎢50 000 36 000⎥ ⎣80 000 56 000⎦ ⎡36 000 23 400⎤ ⎢ ⎥ = ⎢45 000 32 400⎥ ⎣72 000 50 400⎦ 17 a B = [0.25 0.40 0.20 0.15] b A = 800B c A = 800 × [0.25 0.40 0.20 0.15] = [200 320 160 120] 18 a 154 [207 214 180 b Average = 1138 1422] 1 154 11 [207 214 180 1138 1422] ⎡ 154 214 1138 ⎤ ⎢ 11 11 11 ⎥ ⎥ = ⎢⎢ ⎥ ⎢ 207 180 1422 ⎥ ⎣ 11 11 11 ⎦ 5 5 ⎡ 14 103 ⎤⎥ 19 ⎢ 11 11 ⎥ =⎢ ⎢18 9 16 4 129 3 ⎥ ⎣ 11 11 11 ⎦ 19 a New stock level (N) = 40% of current stock levels (matrix S) = 0.4 × S ⎡23 150 112 5 1090⎤ ⎢ ⎥ ⎢35 210 145 4 800 ⎥ b New stock level = 0.4 × ⎢45 230 130 8 1200⎥ ⎥ ⎢ ⎢32 700 230 4 400 ⎥ ⎣77 450 160 7 850 ⎦ ⎡9 60 45 2 436⎤ ⎢ ⎥ 14 84 58 2 320⎥ ⎢ = ⎢18 92 52 3 480⎥ ⎢ ⎥ ⎢13 280 92 2 160⎥ ⎣31 168 64 3 340⎦ 20 Enter the matrices into the graphics calculator and perform the LHS and RHS calculations separately. a True b Not true c Not true d True P df_Fol i o: 146 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.4 8.3 Exam questions 1 To add matrices together, all matrices must be of the same order. Therefore, only The correct answer is C. 2 Start by choosing an element, say 5, which is i = 2, j = 1. 8 4 8 + and [12] [2] [12 4 0 + 0] [0 A: P2,1 =4 − 1 ≠ 5 B: P2,1 = 2(2) + 1 = 5 — check with another element, P2,2 = 2(2) + 1 ≠ 4, which is the element in row 2, column 2. C: P2,1 =2 + 1 + 1 ≠ 5 D: P2,1 =2 + 2(1) ≠ 5 E: P2,1 = 2(2) − 1 + 2 = 5 — check with another element, P2,2 = 2(2) − 2 + 2 = 4, which is correct. ⎡ 3 ⎢ 3 Using the given information, A = ⎢ 5 ⎣ 7 The correct answer is E. ⎡3 4 5 ⎤ ⎡0 ⎢ ⎥ ⎢ A + B = ⎢5 6 7 ⎥ + ⎢1 ⎣7 8 9 ⎦ ⎣2 ⎡3 3 3 ⎤ ⎢ ⎥ = ⎢6 6 6 ⎥ ⎣9 9 9 ⎦ The correct answer is D. −1 0 1 −2⎤ ⎥ −1⎥ 0⎦ 4 6 8 ⎡0 5 ⎤ ⎥ ⎢ 7 ⎥ and B = ⎢1 ⎣2 9 ⎦ −1 0 1 −2⎤ ⎥ −1⎥ 0⎦ 8.4 Multiplying matrices 8.4 Exercise 1 a AB = = b BA = = c B2 = = P df_Fol i o: 147 8 [−6 2 1 6] [3 14 [12 14 −18] 1 [3 2 8 −1] [−6 −4 [ 30 2 −1] 2 6] 14 0] 1 [3 2 1 −1] [3 7 [0 0 7] 2 −1] 2 a A is a 2 × 3 matrix. B is a 3 × 2 matrix. C is a 2 × 2 matrix. b i AB: 2 × 3 × 3 × 2 does exist. ii AC: 2 × 3 × 2 × 2 does not exist. iii BA: 3 × 2 × 2 × 3 does exist. iv CA: 2 × 2 × 2 × 3 does exist. v BC: 3 × 2 × 2 × 2 does exist. 3 a The order of A is 2 × 2. The order of B is 2 × 3. The order of C is 2 × 2. b i AB = 2 × 2 × 2 × 3. The middle two numbers are the same, so AB exists. ii BA = 2 × 3 × 2 × 2. The middle two numbers are not the same, so BA does not exist. iii AC = 2 × 2 × 2 × 2. The middle two numbers are the same, so AC exists. iv CA = 2 × 2 × 2 × 2. The middle two numbers are the same, so CA exists. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 147 0 are possible. 2] 148 TOPIC 8 Matrices • EXERCISE 8.4 BC = 2 × 3 × 2 × 2. The middle two numbers are not the same, so BC does not exist. CB = 2 × 2 × 2 × 3. The middle two numbers are the same, so CB exists. The order of AB is 2 × 3. (The outer two numbers.) The order of AC is 2 × 2. The order of CA is 2 × 2. The order of CB is 2 × 3. 2 4 2 −2 0 d i AB = × 1 4] [−3 3] [3 v vi c i ii iii iv = = = ii AC = = = = iii CA = = = = iv CB = = = = 4 M= 4 [3 4 + 12 [−6 + 9 −4 + 4 6+3 16 [ 3 16 12] 2 [−3 0 9 2×0+4×3 [−3 × 0 + 3 × 3 12 [ 9 0 [3 2 × −2 + 4 × 5 −3 × −2 + 3 × 5] −4 + 20 6 + 15] 16 21] −2 2 × 5] [−3 0 × 2 + −2 × −3 [ 3 × 2 + 5 × −3 0+6 6 [ − 15 6 [−9 0 [3 −6 27] −2 2 × 5] [3 0−6 [6 + 15 −2 −1 4 3] 0 × 4+ − 2 × 3 3 × 4 + 5 × 3] 0−6 12 + 15] −2 1 0 × 2 + −2 × 3 [ 3×2+5×3 −6 [ 21 0 + 16 0 + 12] 0−2 −6 + 5 −8 20] 0−8 0 + 20] 4 [3 3 −1] = 5 1 × 2] [2 4×1+5×2 [3 × 1 + 2 × 2 4 + 10 [ 3+4 0 4] 0 × −2+ − 2 × 1 3 × −2 + 5 × 1 3 −1] = 2×0+4×4 −3 × 0 + 3 × 4] −2 5] 4 0 × 3] [3 0 + 12 [ 0+9 2 × −2 + 4 × 1 −3 × −2 + 3 × 1 1 5 and N = 2] [2 a i MN = P df_Fol i o: 148 2×2+4×3 [−3 × 2 + 3 × 3 0 × 0 + −2 × 4 3 × 0 + 5 × 4] 4 × 3 + 5 × −1 3 × 3 + 2 × −1] 14 12 − 5 = 9 − 2] [ 7 7 7] Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.4 ii NM = = = = b M= = = ii NM = = = ⎡ 4 ⎢ 5 R=⎢ 1 ⎣−4 5 2] 1×4+3×3 [2 × 4 + −1 × 3 4+9 [8 − 3 13 [ 5 1×5+3×2 2 × 5 + −1 × 2] 5+6 10 − 2] 11 8] b 1 and N = d] [0 a [c i MN = 3 4 × −1] [3 1 [2 a [c b 1 × d] [0 a [c b d] 1 [0 0 a 1] [ c a [c b d] a×1+b×0 [c × 1 + d × 0 0 1] 0 1] b d] 1×a+0×c [0 × a + 1 + c a×0+b×1 c × 0 + d × 1] 1×b+0×d 0 × b + 1 × d] ⎡0 −2⎤ ⎢ ⎥ −7⎥ and P = ⎢0 ⎣1 6⎦ c N in part b is the identity matrix. 3 5 9 1 0 0 0⎤ ⎥ 1⎥ 0⎦ a Since it is RP and the permutation matrix P is the second matrix in the multiplication of RP, it is a column permutation of R. b a12 , a23 , a31 Column 2 → 3, column 3 → 1, column 1 → 2, so they all change. c Row permutation of R → PR a12 , a23 , a31 Row 1 → 3, row 2 → 1, row 3 → 2, so row 1 is now row 3. 6 a Since the permutation matrix P is the first matrix in the multiplication of PR, it is a row permutation of R. b a12 , a23 , a31 Row 1 → 3, row 2 → 1, row 3 → 2 Row 1 moves to row 3. c Row 1 → 2, row 2 → 3, row 3 → 1; therefore 1s go to a13 , a21 , a32 . ⎡0 0 1 ⎤ ⎥ ⎢ P = ⎢1 0 0 ⎥ ⎣0 1 0 ⎦ 7 A=B×C The element a31 is the result of the multiplication of the third row by the first column. The correct answer is A. 8 a A AB = 2 × 3 × 3 × 2. The middle two numbers are the same, so AB exists. B BC = 3 × 2 × 2 × 2. The middle two numbers are the same, so BC exists. C CA = 2 × 2 × 2 × 3. The middle two numbers are the same, so CA exists. D DE = 3 × 3 × 2 × 4. The middle two numbers are not the same, so DE does not exist. E CE = 2 × 2 × 2 × 4. The middle two numbers are the same, so CE exists. The correct answer is D. P df_Fol i o: 149 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 149 150 TOPIC 8 Matrices • EXERCISE 8.4 b BE = 3 × 2 × 2 × 4. The order is 3 × 4 (the outer two numbers). The correct answer is A. c A BA = 3 × 2 × 2 × 3. The order is 3 × 3. B BC = 3 × 2 × 2 × 2. The order is 3 × 2. C CA = 2 × 2 × 2 × 3. The order is 2 × 3. D AB = 2 × 3 × 3 × 2. The order is 2 × 2. E BD = 3 × 2 × 3 × 3. This matrix product cannot be performed. The correct answer is D. d CE = = = = 1 1 × 5] [0 3 [2 3×1+1×0 [2 × 1 + 5 × 0 3+0 [2 + 0 6+1 4+5 2 1 3 −1 4 4] 3×2+1×1 2×2+5×1 9−1 6−5 3 × 3 + 1 × −1 2 × 3 + 5 × −1 12 + 4 8 + 20] 3×4+1×4 2 × 4 + 5 × 4] 3 7 8 16 [2 9 1 28] The correct answer is E. e D2 = D × D ⎡1 4 1⎤ 1 ⎤ ⎡1 4 ⎥ ⎥ ⎢ ⎢ = ⎢0 5 2⎥ 2 ⎥ × ⎢0 5 ⎣3 6 −3⎦ ⎣3 6 −3⎦ ⎡ 1×1+4×0+1×3 1×4+4×5+1×6 ⎢ =⎢ 0×1+5×0+2×3 0×4+5×5+2×6 ⎣3 × 1 + 6 × 0 + −3 × 3 3 × 4 + 6 × 5 + −3 × 6 ⎡ 4 30 6⎤ ⎥ ⎢ = ⎢ 6 37 4⎥ ⎣−6 24 24⎦ The correct answer is B. 9 a 2A + AB =2× = = = 2 [−3 4 [−6 = = = 4 4 × 3] [3 2×4+4×3 8 + 6] [−3 × 4 + 3 × 3 4 [−6 20 8 + 6] [−3 24 [−9 26 −3] 2 [−3 4 4 × 3] ([3 b A(B + C) = 4 2 + 3] [−3 2 [−3 4 4 × 3] [6 32 [ 6 34 12] 2×4+4×6 [−3 × 4 + 3 × 6 1 × 1 + 4 × 2 + 1 × −3⎤ ⎥ 0 × 1 + 5 × 2 + 2 × −3⎥ 3 × 1 + 6 × 2 + −3 × −3⎦ 5 2] 2×5+4×2 −3 × 5 + 3 × 2] 18 −9] 5 0 + 2] [3 −2 5 ]) 3 7] 2×3+4×7 −3 × 3 + 3 × 7] P df_Fol i o: 150 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition c AB + CD 2 4 4 = × [−3 3] [3 = = = 2×4+4×3 [−3 × 4 + 3 × 3 20 [−3 = = 4 × 2 + 5 × −3 3 [ × 2 + 2 × −3 −7 [ 0 5 0 + 2] [3 18 −4 + −9] [ 13 16 20 [10 −5] d BA + DC 4 5 2 = × [3 2] [−3 = TOPIC 8 Matrices • EXERCISE 8.4 =2× = = 26 [10 1 × −2 + 3 × 5 2 × −2 + (−1) × 5] 13 −9] 1 11 − 8] [2 22 1 − 16] [2 −2 5] 4×4+5×3 1×0+3×3 + 3 × 4 + 2 × 3] [2 × 0 + −1 × 3 1×4+3×3 [2 × 4 + −1 × 3 13 [ 5 3 0 × −1] [3 0 × 3 + −2 × −1 3 × 3 + 5 × −1] 2 4] 2 44 9] [−3 e 2DB − D 4 1 3 × =2× [2 −1] [3 =2× 3 −1] 2×5+4×2 0 × 1 + −2 × 2 + −3 × 5 + 3 × 2] [ 3 × 1 + 5 × 2 4 1 + 3] [2 31 9 + 18] [−3 −2 1 × 5] [2 1 5 − 2] [2 3 −1] 1×5+3×2 1 − 2 × 5 + −1 × 2] [2 3 −1] 3 −1] 3 −1] 25 19 [ 8 17] 10 Let matrix S have order m × n and matrix N have order p × q. m×n×3×3×p×q=3×3 m × (n × 3) × (3 × p) × q = 3 × 3 Since the matrix S × E × N exists, n = 3 and p = 3. m×q=3×3 Hence, order of matrix N will be 3 × 3. The correct answer is C. 11 a A 3 × 2 matrix with columns representing washing machines and dryers respectively: ⎡550 160⎤ ⎥ ⎢ ⎢750 220⎥ ⎣990 350⎦ b 1.08 [0 0 0.92] ⎡550 ⎢ c New prices = ⎢750 ⎣990 160⎤ 1.08 ⎥ 220⎥ × [0 350⎦ 0 0.92] ⎡ 594 147.20⎤ ⎥ ⎢ = ⎢ 810 202.40⎥ ⎣1069.20 322 ⎦ The washing machines are priced at $594, $810 and $1069, and the dryers are priced at $147, $202 and $322. P df_Fol i o: 151 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 151 TOPIC 8 Matrices • EXERCISE 8.4 152 12 a ⎡1.50 ⎢ ⎢2.00 ⎣2.75 2.50⎤ ⎥ 3.00⎥ 3.25⎦ 1.15 [0 0 0.88] b 100% − 12% = 88% 100% + 15% = 115% c ⎡1.50 2.50⎤ ⎡1.73 2.20⎤ 1.15 0 ⎢ ⎥ ⎢ ⎥ = 2.30 2.64⎥ ⎢2.00 3.00⎥ × [0 0.88] ⎢ ⎣2.75 3.25⎦ ⎣3.16 2.86⎦ New price for lettuce is $1.73, $2.30 and $3.16. New price for potatoes (per kg) is $2.20, $2.64 and $2.86. ⎡2.50 0.90⎤ ⎢ ⎥ 13 a Price = ⎢3.50 1.90⎥ ⎣4.00 2.50⎦ b A markdown of 15% is equivalent to 85% (0.85) of the price and a markup of 15% is equivalent to 115% (1.15) of the price. The matrix is 0.85 [0 0 1.15] ⎡2.50 0.90⎤ 0.85 0 ⎥ ⎢ c New prices = ⎢3.50 1.90⎥ × 1.15] [0 ⎣4.00 2.50⎦ ⎡2.50 × 0.85 + 0.90 × 0 2.50 × 0 + 0.90 × 1.15⎤ ⎥ ⎢ = ⎢3.50 × 0.85 + 1.90 × 0 3.50 × 0 + 1.90 × 1.15⎥ ⎣4.00 × 0.85 + 2.50 × 0 4.00 × 0 + 2.50 × 1.15⎦ ⎡2.13 1.04⎤ ⎥ ⎢ = ⎢2.98 2.19⎥ ⎣3.40 2.88⎦ ⎡ 25.00 9.90 ⎤ ⎥ ⎢ 35.00 19.90 ⎥ 14 a Price = ⎢⎢ 75.00 ⎥⎥ ⎢ 95.00 ⎣140.00 128.00⎦ b A markdown of 20% is equivalent to 80% (0.8) of the price. The matrix is P df_Fol i o: 152 0.80 [0 0 0.80] ⎡ 25.00 9.90⎤ ⎥ ⎢ 35.00 19.90⎥ 0.80 0 c Sale price = ⎢⎢ ⎥ × [0 95.00 75.00 0.80] ⎥ ⎢ ⎣140.00 128.00⎦ ⎡ 25.00 × 0.80 + 9.90 × 0 25.00 × 0 + 9.90 × 0.80⎤ ⎥ ⎢ = ⎢ 35.00 × 0.80 + 19.90 × 0 35.00 × 0 + 19.90 × 0.80⎥ ⎣140.00 × 0.80+128.00 × 0 140.00 × 0 + 128.00 × 0.80⎦ ⎡ 20.00 7.92⎤ ⎢ ⎥ 28.00 15.92⎥ ⎢ =⎢ 60.00⎥⎥ ⎢ 76.00 ⎣112.00 102.40⎦ 15 a ⎡10 26⎤ ⎡10 × 2.50 + 26 × 0 10 × 0 + 26 × 1.00⎤ ⎢ ⎥ ⎢ ⎥ 25 45 2.50 0 ⎢ ⎥× ⎢25 × 2.50 + 45 × 0 25 × 0 + 45 × 1.00⎥ = ⎢22 30⎥ [0 1.00] ⎢⎢22 × 2.50 + 30 × 0 22 × 0 + 30 × 1.00⎥⎥ ⎢ ⎥ ⎣ 5 22⎦ ⎣ 5 × 2.50 + 22 × 0 5 × 0 + 22 × 1.00 ⎦ ⎡25.00 26.00⎤ ⎢ ⎥ 62.50 45.00⎥ = ⎢⎢ ⎥ ⎢55.00 30.00⎥ ⎣12.50 22.00⎦ Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition b ⎡10 ⎢ ⎢25 ⎢22 ⎢ ⎣ 5 ⎡10 × 2.50 + 26 × 1.00⎤ 26⎤ ⎢ ⎥ ⎥ 45⎥ 2.50 25 × 2.50 + 45 × 1.00⎥ × = ⎢⎢ ⎥ 30⎥ [1.00] ⎢22 × 2.50 + 30 × 1.00⎥⎥ ⎣ 5 × 2.50 + 22 × 1.00⎦ 22⎦ TOPIC 8 Matrices • EXERCISE 8.4 ⎡ 51.00⎤ ⎢ ⎥ 107.50⎥ = ⎢⎢ ⎥ ⎢ 85.00⎥ ⎣ 34.50⎦ c i The Year 10/11 line had the highest sales figures for pies ($62.50). ii The Year 10/11 line had the highest total sales figures ($107.50). 16 a Since the permutation matrix is the first matrix in the multiplication PD, it is a row permutation of D. b a13 , a21 , a32 Row: 3 → 1, 1 → 2, 2 → 3, so row 1 is moved to row 2. c a13 , a21 , a32 Column: 1 → 3, 2 → 1, 3 → 2, so column 3 is moved to column 2. d D is not a permutation matrix since it can only have a single 1 in each column and row. e Row: 1 → 2, 2 → 3, 3 → 1, therefore 1s go to a21 , a32 , a13 . ⎡0 0 1 ⎤ ⎢ ⎥ P = ⎢1 0 0 ⎥ ⎣0 1 0 ⎦ 17 iPad iPad mini Store A Store B Store C Store D 14 9 10 7 ⎡14 ⎢ 9 a Sales matrix = ⎢⎢ 10 ⎢ ⎣ 7 Price matrix = 550 [ 0 5 7 8 6 5⎤ ⎥ 7⎥ 8⎥⎥ 6⎦ 0 320] ⎡14 5⎤ ⎢ ⎥ 9 7⎥ 550 0 Total sales at each store = ⎢⎢ ⎥ [ 0 320] 10 8 ⎢ ⎥ ⎣ 7 6⎦ ⎡7700 1600⎤ ⎢ ⎥ 4950 2240⎥ = ⎢⎢ ⎥ ⎢5500 2560⎥ ⎣3850 1920⎦ ⎡14 5⎤ ⎢ ⎥ 9 7⎥ 550 b Total sales at each store = ⎢⎢ ⎥ ⎢10 8⎥ [320] ⎣ 7 6⎦ ⎡9300⎤ ⎥ ⎢ 7190⎥ = ⎢⎢ ⎥ ⎢8060⎥ ⎣5770⎦ Store A = $9300, store B = $7190, store C = $8060 and store D = $5770 c Store A has the highest sales for iPads at $7700. Store A has the highest total sales at $9300. P df_Fol i o: 153 ⎡12 ⎢ 15 18 a Total stock = ⎢⎢ ⎢10 ⎣ 8 10 25 10 20 10 15 10 5 12⎤ ⎥ 25⎥ 10⎥⎥ 18⎦ Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 153 154 TOPIC 8 Matrices • EXERCISE 8.4 ⎡15 0 0 0⎤ ⎢ ⎥ 0 20 0 0⎥ ⎢ b Costs = ⎢ 0 30 0⎥⎥ ⎢ 0 ⎣ 0 0 0 32⎦ c ⎡12 10 10 12⎤ ⎡15 0 0 0⎤ ⎡180 200 300 384⎤ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ 15 25 15 25 0 20 0 0⎥ ⎢225 500 450 800⎥ ⎢ ⎥×⎢ = ⎢10 10 10 10⎥ ⎢ 0 0 30 0⎥⎥ ⎢⎢150 200 300 320⎥⎥ ⎢ ⎥ ⎢ ⎣ 8 20 ⎦ ⎣ 5 18 0 0 0 32⎦ ⎣120 400 150 576⎦ d ⎡12 10 10 12⎤ ⎡15⎤ ⎡12 × 15 + 10 × 20 + 10 × 30 + 12 × 32⎤ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ ⎢15 25 15 25⎥ × ⎢20⎥ = ⎢15 × 15 + 25 × 20 + 15 × 30 + 25 × 32⎥ ⎢10 10 10 10⎥ ⎢30⎥ ⎢10 × 15 + 10 × 20 + 10 × 30 + 10 × 32⎥ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ ⎣ 8 20 5 18⎦ ⎣32⎦ ⎣ 8 × 15 + 20 × 20 + 5 × 30 + 18 × 32⎦ ⎡1064⎤ ⎢ ⎥ 1975⎥ = ⎢⎢ ⎥ ⎢ 970⎥ ⎣1246⎦ ⎡600 ⎢ 19 a February = ⎢480 ⎣240 ⎡1200 ⎢ March = ⎢ 840 ⎣1200 ⎡1440 ⎢ April = ⎢ 600 ⎣1560 0⎤ ⎥ 840⎥ 0⎦ 500 750 1000 420⎤ ⎥ 1260⎥ 0⎦ 1000 1500 1750 1680⎤ ⎥ 2100⎥ 420⎦ 750 1500 250 ⎡600 500 0⎤ ⎡1200 ⎢ ⎥ ⎢ b Total sales = ⎢480 750 840⎥ + ⎢ 840 ⎣240 1000 0⎦ ⎣1200 ⎡3240 2250 2100⎤ ⎥ ⎢ = ⎢1920 3750 4200⎥ ⎣3000 3000 420⎦ ⎡3240 ⎢ c Number sold = ⎢1920 ⎣3000 ⎡27 ⎢ = ⎢16 ⎣25 2250 3750 3000 9 15 12 5⎤ ⎥ 10⎥ 1⎦ 420⎤ ⎡1440 ⎥ ⎢ 1260⎥ + ⎢ 600 0⎦ ⎣1560 1000 1500 1750 ⎡ 1 ⎢ 120 2100⎤ ⎢ ⎥ ⎢ 4200⎥ × ⎢ 0 420 ⎦ ⎢ ⎢ 0 ⎣ 0 1 250 0 750 1500 250 1680⎤ ⎥ 2100⎥ 420⎦ 0 ⎤ ⎥ ⎥ 0 ⎥⎥ ⎥ 1 ⎥ 420 ⎦ ⎡27 9 5⎤ ⎡120⎤ ⎢ ⎥ ⎢ ⎥ d Total sales = ⎢16 15 10⎥ × ⎢250⎥ ⎣25 12 1⎦ ⎣420⎦ ⎡ 27 × 120 + 9 × 250 + 5 × 420⎤ ⎢ ⎥ = ⎢16 × 120 + 15 × 250 + 10 × 420⎥ ⎣ 25 × 120 + 12 × 250 + 1 × 420⎦ ⎡7590⎤ ⎢ ⎥ = ⎢9870⎥ ⎣6420⎦ Store A earned $7590, store B earned $9870 and store C earned $6420. P df_Fol i o: 154 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.5 20 a i A2 = ii A3 = iii A4 = iv A5 = 2 [1 1 1] 3 [2 2 1] 5 [3 3 2] det B = (6 × −5) − (3 × 4) = −30 − 12 = −42 Fn+1 [ Fn c A8 = = F9 [F 8 F8 F7 ] 34 [21 21 13] 1 [1 30 d A30 = = 1 [1 Fn . Fn−1 ] 1 0] 1 , An can be written as 0] 832 040 514 229] F31 [F30 F30 , then the 30th Fibonacci F29 ] number, F30 , is 832 040. 8.4 Exam questions 1 It is a binary matrix, as the elements all only 0 or 1. It does not fit the form of the other special binary matrices (identity or permutation). The correct answer is A. 2 Matrixes are multiplied by rows × columns. So we need to multiply the 4th row of A by the 1st column of B. 4×2+5×4 The correct answer is E. 3 Remember: Rows by Columns 7 (6 × 7) + (6 × 8) = [6 6] [8] The correct answer is D. det A = (−6 × 12) − (15 × −8) = −72 − −120 = 48 3 a det A = 9 × 5 − 8 × 7 = 45 − 56 = −11 1 1 1 b det B = × − − × 1 2 3 6 1 1 = + 6 6 1 = 3 d det D = −3 × 4 − 6 × −2 = −12 − −12 =0 4 D= −3 [−2 8.5 Exercise P df_Fol i o: 155 2 6 and B = 7] [3 det A = (2 × 7) − (4 × 2) = 14 − 8 =6 4 −5] 6 will not have an inverse as its determinant is 4] equal to zero (D is a singular matrix). 5 det A = (5 × 8) − (6 × 6) = 40 − 36 =4 A−1 = 8 1 4 [−6 −6 5] 6 a |C|| = ad − bc = −5 × 4 − −1 × 10 = −20 + 10 = −10 b C−1 = 4 1 −10 [−10 7 a A−1 = − b B 8.5 The inverse of a matrix and its determinant 2 [4 8 4] det B = (6 × 4) − (3 × 8) = 24 − 24 =0 −1 1 A= 6 −8 and B = 12] [3 c det C = 5 × 8 − 9 × 3 = 40 − 27 = 13 1 346 269 [ 832 040 Given that A30 = −6 [ 15 2 A= 8 5 [5 3] b The numbers produced in the solution matrix are Fibonacci numbers. If we let Fn represent the nth Fibonacci number, then the situation can be represented as follows. For a matrix A = 155 5 1 11 [−7 ⎡ 1 ⎢ 3 = 3⎢ ⎢−1 ⎣ 1⎤ 6⎥ ⎥ 1⎥ 2⎦ 1 −0.4 or −5] [ 1 −8 9] 8 −9 1 13 [−3 5] d The inverse matrix does not exist. 8 det C = 9 × 3 − 5 × 5 = 27 − 25 =2 c C−1 = Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition −0.1 0.5] 156 TOPIC 8 Matrices • EXERCISE 8.5 C−1 = 9 A= 11 [10 AB = = = BA = = = −5 9] 3 1 2 [−5 12 11 and B = 11] [−10 11 [10 12 11 × 11] [−10 1 [0 0 1] 11 × 11 + 12 × −10 [10 × 11 + 11 × −10 11 [−10 −12 11 × 11] [10 11 × 11 + −12 × 10 −10 × 11 + 11 × 10 [ 1 [0 −12 11] −12 11] 11 × −12 + 12 × 11 10 × −12 + 11 × 11] 12 11] 11 × 12 + −12 × 11 −10 × 12 + 11 × 11] 0 1] AB = BA = I Therefore, A and B are the inverse of each other. 10 det T = −2 × 5 − 3 × −2 = −10 − −6 = −4 1 5 −3 4 [2 −2] The correct answer is A. 11 det P = 12 × −6 − 4 × −12 = −72 − −48 = −24 T−1 = − P−1 = − 1 −6 24 [ 12 −4 12] 1⎤ ⎡ 1 ⎢ 4 6⎥ ⎥ =⎢ 1 1 ⎢− ⎥ − ⎣ 2 2⎦ The correct answer is E. 12 a The determinant = 0.1 × 0.45 − 0.2 × 0.25 = 0.045 − 0.05 = −0.005 −0.2 ⎤ ⎡ 0.45 ⎢ −0.005 −0.005 ⎥ ⎥ b The inverse = ⎢ 0.1 ⎥ ⎢ −0.25 ⎣ −0.005 −0.005 ⎦ −90 40 [ 50 −20] 13 Store each matrix onto the graphics calculator, then use the calculator functions to find the determinant and inverse. = P df_Fol i o: 156 a i det A = −28 3 ⎤ ⎡1 ⎢ 14 ⎥ 28 ⎥ ii A−1 = ⎢ ⎢3 −5⎥ ⎣ 14 28 ⎦ b i det B = 6 ⎡ −1 − 2 ⎤ ⎢ 3⎥ −1 ⎥ ii B = ⎢ ⎢− 1 − 1 ⎥ ⎣ 2 2⎦ c i det C = −1 −4 3 ii C−1 = [ 7 −5] d i det D = −0.1 −2.5 10 ii D−1 = [ 2 −4] e i det E = 0 ii The inverse does not exist because E is a singular matrix (the determinant equals 0). f i det F = 0 ii The inverse does not exist because F is a singular matrix (the determinant equals 0). g i det G = 96 1 1⎤ ⎡− 5 ⎢ 24 4 24 ⎥ ⎢ ⎥ 1⎥ ⎢ 1 −1 ii G−1 = ⎢ 4 2 4⎥ ⎢ ⎥ 1 5⎥ ⎢ 1 − ⎣ 24 4 24 ⎦ h i det H = −3072 1 1 ⎡ 1 − 0⎤ ⎥ ⎢ 16 16 16 ⎥ ⎢ 1 1 1 ⎥ ⎢ 0 − ⎢ 12 12 6⎥ −1 ⎥ ii H = ⎢ 1 1⎥ ⎢ 0 0 − ⎢ 4 4⎥ ⎥ ⎢ 1 1⎥ ⎢− 5 − 3 ⎣ 48 16 48 3⎦ i i det I = −72 1 1 1 ⎤ ⎡ −1 ⎢ 3 6 6 6 ⎥ ⎢ ⎥ 1 2 1 1 ⎥ ⎢ − ⎢ 3 3 3 3 ⎥ ⎥ ii I−1 = ⎢ 1 1 2 1 ⎢ ⎥ − ⎢ 9 9 9 9 ⎥ ⎢ ⎥ 1 1 1 ⎥ ⎢ 1 − ⎣ 12 12 12 6 ⎦ j i and ii It is not possible to determine the determinant and inverse of J, as J is not a square matrix. 14 a AX = B A−1 AX = A−1 B X = A−1 B A−1 = X= = b AX = 3 [−4 3 [−4 3 [−3 −5 7] −5 6 7] [3 −44 61] −3 7] 13 −1] [ X = A−1 13 [−1] Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition = = 15 A = 9 [7 −5 13 7] [−1] 3 [−4 = b AX = 5 −4 and B = 4] [−5 9 [7 −1 5 4] 9 [−17 = −4 [−5 −3 7] = 8 7] 17 a FX = 9 = [7 −1 5 4] = b GX = 12 −2] [ = −5 6 × 5] [3 −3 3] −33 0.7 = 15] [0.5 1 21 30 [15 = = −1.1 0.5] = b XA = B (post-multiply both sides by A) X = BA−1 = = = 6 [3 −3 1 6 × 3] 30 [0 −3 6 × 3] [0 1 6 30 [3 18 −5 5] −5 5] −45 1.2 = 0] [0.6 1 36 30 [18 = = d CX = 5 [0 6 5 1 × 6] 30 [−3 1 5 30 [0 15 1 30 [−18 −1.5 0] 0 5] 100 [120] both 0.83 1] sides 1 −1 13 [−3 5 −3 × 4] [7] 1 −26 13 [ 13 ] 2 [−1] −1.0 −1 (pre-multiply both sides by G ) [ 2.9 ] −1.0 [ 2.9 ] 1.2 −1.0 × 0.2] [ 2.9] 2.8 1 0.68 [−0.1 0.68 1 0.68 [0.68] 1 [1] 3 1 X= 6] [−3 4 2] 2 X= [3 3 6] −1 ⎡ 1 ⎢ ⎢ ⎣−3 6⎤ 8 ⎥⎥ − 3⎦ 4⎤ ⎥ ⎥ 2⎦ 8.5 Exam questions 0 5] 25 0.5 = 30] [−0.6 100 (pre-multiply [120] X = C−1 × P df_Fol i o: 157 5 6 × 6] [−3 2 [3 5 [7] ⎡ 5 X = ⎢⎢ −3 ⎣ c XC = A (post-multiply both sides by C) X = AC−1 = 5 −1 (pre-multiply both sides by F ) [7] X = G−1 × 58 [−102] 1 6 30 [0 20 [10] =− 16 a AX = B (pre-multiply both sides by A) X = A−1 B = 1 600 30 [300] =− 12 [−2] 157 0 100 × 5] [120] 6 1 30 [−3 X = F−1 × 8 7] 12 [−2] X = A−1 = = 44 [−59] a AX = B X = A−1 B = TOPIC 8 Matrices • EXERCISE 8.5 by C−1 ) 1 In the first position, we need an N, but that is located in the last position in RAMON, so the first row will be [0 0 0 0 1]. In the second position, we need an O, which is located in the fourth position in RAMON, so the second row will be [0 0 0 1 0]. In the third position, we need an R, which is located in the first position in RAMON, so the third row will be [1 0 0 0 0]. In the fourth position, we need an M, which is located in the third position in RAMON, so the fourth row will be [0 0 1 0 0]. And, finally, in the fifth position, we need the A, which is in the second position in RAMON, so the fifth row will be [0 1 0 0 0]. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.6 158 ⎡0 0 0 ⎢ ⎢0 0 0 ⎢1 0 0 ⎢ ⎢0 0 1 ⎣0 1 0 The correct answer is E. 0 1 0 0 0 1⎤ ⎡ R ⎤ ⎡ N ⎤ ⎥⎢ ⎥ ⎢ ⎥ 0⎥ ⎢ A ⎥ ⎢ O ⎥ 0 ⎥ ⎢M⎥ = ⎢ R ⎥ ⎥⎢ ⎥ ⎢ ⎥ 0 ⎥ ⎢ O ⎥ ⎢M⎥ 0⎦ ⎣ N ⎦ ⎣ A ⎦ a 4 x 10 = [18 b] [y] [ 6] There will not be a unique solution when the determinant of the coefficient matrix, a 4 , equals to zero. [18 b] 2 Write as a matrix equation: (a × b) − (4 × 18) = 0 ab = 72 Going through each of the options, the only factors of 72 are when a = 2 and b = 36. The correct answer is A. 3 Q = wP QP−1 = w P−1 = Q−1 w P−1 = Q−1 w 1 ∴ Q−1 = P−1 w The correct answer is A. 8.6 Dominance and communication matrices 8.6 Exercise 1 a i A–D, A–D ii A–C–D, A–E–D iii A–B–E–D ⎡0 1 1 2 1 ⎤ ⎡0 0 0 2 1 ⎤ ⎢ ⎥ ⎢ ⎥ 0 0 0 0 1 ⎢ ⎥ ⎢0 0 0 1 0 ⎥ 2 b A = ⎢0 0 0 1 0 ⎥, A = ⎢0 0 0 0 0 ⎥ ⎢ ⎥ ⎥ ⎢ ⎢0 0 0 0 0 ⎥ ⎢0 0 0 0 0 ⎥ ⎣0 0 0 1 0 ⎦ ⎣0 0 0 0 0 ⎦ 2 a i A–D ii A–B–D, A–C–D, A–C–D, A–E–D iii A–C–E–D ⎡0 0 0 4 0 ⎤ ⎡0 1 1 1 1 ⎤ ⎥ ⎢ ⎥ ⎢ 0 0 0 1 0 ⎢0 0 0 0 0 ⎥ ⎥ ⎢ b A = ⎢0 0 0 2 1⎥, A2 = ⎢0 0 0 0 0⎥ ⎥ ⎢ ⎥ ⎢ ⎢0 0 0 0 0 ⎥ ⎢0 0 0 0 0 ⎥ ⎣0 0 0 0 0 ⎦ ⎣0 0 0 1 0 ⎦ 3 a i A–D ii A–B–D, A–B–D, A–C–D, A–C–D iii None possible b i A–D ii A–B–D, A–E–D, A–C–D, A–C–D iii A–C–E–D, A–C–E–D 4 The one-stage pathways are denoted by A and the two-stage pathways are denoted by A2 . ⎡0 ⎢ 0 a A = ⎢⎢ ⎢0 ⎣0 ⎡0 ⎢ ⎢0 b A = ⎢0 ⎢ ⎢0 ⎣0 1 0 0 0 2 0 0 0 ⎡0 1⎤ ⎥ ⎢ 2 ⎥ 2 ⎢0 , A = ⎢0 1⎥⎥ ⎢ ⎣0 0⎦ 1 0 0 0 0 2 0 0 0 0 1 1 1 0 1 0 0 0 0 ⎡0 1⎤ ⎥ ⎢ 0⎥ ⎢0 2 1⎥, A = ⎢0 ⎥ ⎢ 0⎥ ⎢0 ⎣0 0⎦ 0 0 0 0 4⎤ ⎥ 0⎥ 0⎥⎥ 0⎦ 0 0 0 0 0 0 0 0 0 0 4 0 1 0 0 2⎤ ⎥ 0⎥ 0⎥ ⎥ 0⎥ 0⎦ 5 One-stage routes: L1 −L2 (1) Two-stage routes: L1 −B−L2 , L1 −A−L2 , L1 −A−L2 (3) Three-stage routes: L1 −A–B−L2 , L1 −A–B−L2 (2) There are 6 routes overall. 6 a The only way to reach D from A is A–B–D. b The only way to reach A from D is D–C–A. c There are two ways to reach B from D: D–C–B and D–C–A–B. 7 a i O–G ii O–R–G iii O–C–R–G, O–C–O–G, O–S–O–G b i None possible ii R–C–S iii R–G–O–S, R–C–O–S c i None possible ii S–O–R iii S–O–C–R 8 P 9 E 10 a The dominant vertex is the one with the edges directed away from it. In order, the results are: First: D, second: C, third: B, fourth: A b The one-stage pathways are given by the matrix: ⎡0 0 0 0 ⎤ ⎢ ⎥ 1 0 0 0⎥ A = ⎢⎢ ⎥ ⎢1 1 0 0 ⎥ ⎣1 1 1 0 ⎦ The two-stage pathways are given by the matrix: ⎡0 0 0 0 ⎤ ⎢ ⎥ 0 0 0 0⎥ A2 = ⎢⎢ ⎥ ⎢1 0 0 0 ⎥ ⎣2 1 0 0 ⎦ ⎡0 0 0 0 ⎤ ⎢ ⎥ 1 0 0 0⎥ A + A2 = ⎢⎢ ⎥ ⎢2 1 0 0 ⎥ ⎣3 2 1 0 ⎦ The row with the highest sum represents the winner. Sum of the first row is 0; A is placed fourth. Sum of the second row is 1; B is placed third. Sum of the third row is 3; C is placed second. Sum of the fourth row is 6; D is placed first. The finishing order is the same as that obtained in part a using the inspection method. 11 a The dominant vertex is the one with the edges directed away from it. In order, the results are: first: C, second: E, third: A, fourth: B and fifth: D. b The one-stage pathways are given by the matrix: P df_Fol i o: 158 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition ⎡0 1 0 1 0 ⎤ ⎢ ⎥ ⎢0 0 0 1 0 ⎥ A = ⎢1 1 0 1 1 ⎥ ⎢ ⎥ ⎢0 0 0 0 0 ⎥ ⎣1 1 0 1 0 ⎦ The two-stage pathways are given by the matrix: ⎡0 0 0 1 0⎤ ⎢ ⎥ ⎢0 0 0 0 0⎥ A2 = ⎢1 2 0 3 0⎥ ⎢ ⎥ ⎢0 0 0 0 0⎥ ⎣0 1 0 2 0⎦ ⎡0 1 0 2 0 ⎤ ⎢ ⎥ ⎢0 0 0 1 0 ⎥ 2 A + A = ⎢2 3 0 4 1 ⎥ ⎢ ⎥ ⎢0 0 0 0 0 ⎥ ⎣1 2 0 3 0 ⎦ The row with the highest sum represents the winner. Sum of the first row is 3; A is placed third. Sum of the second row is 1; B is placed fourth. Sum of the third row is 10; C is placed first. Sum of the fourth row is 0; D is placed fifth. Sum of the fifth row is 6; E is placed second. The finishing order is the same as that obtained in part a using the inspection method. 12 The dominant vertex can be found by inspection, looking for the vertex with the most edges directed away from it. Alternatively, the method of representing the one-stage and two-stage pathways in matrix form and then adding these matrices can be used. Both methods will reveal the same answer. a C b Z 13 The vertex T has all its edges directed away from it. Nothing leads into it, so it is the dominant vertex. The correct answer is D. 14 B TOPIC 8 Matrices • EXERCISE 8.6 159 a ‘Talk to’ (vertical) so C talks to A, B and D. b ‘Receive calls’ (horizontal) so B receives calls from C and D. c They cannot call themselves. d ‘Call’ or ‘talk to’ (vertical) so D cannot call C. 16 Q P P→R Q → P, R and S R → P, Q and S S → P and Q S R P ⎡0 0 1 0 ⎤ ⎢ ⎥ Q 1 0 1 1⎥ Communication matrix = ⎢⎢ R ⎢1 1 0 1⎥⎥ S ⎣1 1 0 0 ⎦ 17 a ‘Talk to’ (vertical) so C talks to A and D. b ‘Receive calls’ (horizontal) so B receives calls from D. c ‘Call/talk to’ (vertical) B can only call D. d D cannot call A. e D can receive calls from A, B and C. 18 a All arrows associated with F lead away from F, into vertices E and D. No arrows lead into F, so F exerts the most influence. b Both C and A have arrows leading into them and none directed away. They exert no influence on the other employees. c This can be done by inspection or matrix methods. F is most dominant, then E, then D (as E is dominant over D). Fourth is B as it is dominant over C. Last are A and C (jointly). P Q R S 8.6 Exam questions A A → B and C B → C and D C → A and D D → A, B and C D C A ⎡0 ⎢ B 0 Communication matrix = ⎢⎢ C ⎢1 D ⎣1 B C 1 0 0 1 1 1 0 1 A ⎡0 ⎢ B 1 15 Communication matrix = ⎢⎢ C ⎢1 D ⎣1 B C 0 0 1 1 1 0 0 0 A A P df_Fol i o: 159 0⎤ ⎥ 1⎥ 1⎥⎥ 0⎦ D 0⎤ ⎥ 1⎥ 1⎥⎥ 0⎦ D 1 There are four scenarios that need to be considered: Brie losing to Andy or Andy losing to Brie, and Cleo losing to Della or Della losing to Cleo. When the sum of one-step and two-step dominances is calculated (use CAS to do), we find that Brie will win with the highest dominance of 9e. The correct answer is B. 2 Use the diagram to set up a communication matrix. receiver S T U V S ⎡0 1 0 1⎤ ⎢ ⎥ T 0 0 0 1⎥ sender ⎢⎢ U ⎢0 1 0 1⎥⎥ V ⎣1 1 1 0⎦ The correct answer is D. 3 Y cannot send directly to U or V, only directly to W or Z. However, Z does not communicate directly with W. Therefore the answer is 0 — Y cannot send a message to W by sending it via one other person. The correct answer is A. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.7 160 8.7 Transition matrices and Leslie matrices P 8.7 Exercise 1 a i A3 = = To 0.5 [0.5 0.5 0.5] 0.5 [0.5 0.5 0.5] 0.75 ii B = [0.25 iii C 4 = 0.2 0.8] 0.56 [0.44 0.44 0.56] = 0.2 0.8] 0.51 [0.49 0.8 [0.2 ⎡1 ⎢2 = ⎢ ⎢1 ⎣2 2 a i A0 = = ii B0 = iii C 0 = = A To 0.68 [0.32 0.23 0.77] b From North South To North 0.80 South [0.20 0.15 0.85] 0.80 [0.20 0.15 0.85] = From A B 0 To 0.25 0.75] b S0 = 0 S2 = 0 S2 = 0 1] 0 0.58 S2 = 0.08 0.92] 0.08 0.92] 125 [125] S2 = T2 × S0 0 1] 0.2 0.8] A 0.9 B [0.1 T = 0.9 [0.1 0 1] ⎡0.7 0.1 0.2⎤ ⎢ ⎥ iv D0 = ⎢0.2 0.7 0.1⎥ ⎣0.1 0.2 0.7⎦ ⎡1 0 0 ⎤ ⎢ ⎥ = ⎢0 1 0 ⎥ ⎣0 0 1 ⎦ b Each matrix produced in part a is the identity matrix. 3 a 0.42 P df_Fol i o: 160 0.23 0.77] = 8 From B A 0.68 B [0.32 5 a 0.5 0.5] 0.8 [0.2 0.27 0.73] 4 a 0.49 0.51] 0.75 [0.25 1 [0 4 1⎤ 2⎥ ⎥ 1⎥ 2⎦ 1 = [0 From WA WB 0.69 [0.31 46 1 [0 0.36 0.64] WA 0.27 WB [0.31 ] They must vertically add to 1. 0.2 0.8] 0.5 [0.5 0.58 [0.42 To 0.8 [0.2 0.8 iv C = [0.2 b C46 = 2 0.38 0.63] 8 0.36 0.64] = 0.63 [0.38 = P 0.58 Q [0.42 b 0.25 0.75] 2 = 3 From Q 2 0.90 [0.10 0.08 125 0.92] [125] 0.818 [0.182 0.1456 125 0.8544] [125] 120.45 [129.55] After two weeks, 120 wagons are located at point A and 130 wagons at point B. c S6 = T6 × S0 S0 = 0.40 [0.60] 0.64 P Q 0.36 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.7 S6 = S6 = 0.90 [0.10 6 0.08 0.40 0.92] [0.60] 0.43 [0.57] After 6 weeks, 43% of the wagons will be at point A and 57% of the wagons at point B. 6 a T = 0.84 0.7 [0.16 0.3] b Find the missing values first. 0.65 + 0.15 + 0.20 = 1 0.20 + 0.68 + 0.12 = 1 0.03 + 0 + 0.97 = 1 ⎡0.65 0.20 0.03⎤ ⎢ ⎥ T = ⎢0.15 0.68 0⎥ ⎣0.20 0.12 0.97⎦ ⎡0.52 0.16 0.14⎤ ⎢ ⎥ 7 a T = ⎢0.12 0.40 0.07⎥ ⎣0.36 0.44 0.79⎦ b March 2022, n = 5 S5 = T5 × S0 ⎡1200⎤ ⎥ ⎢ S0 = ⎢ 800⎥ ⎣1000⎦ 0.60 [0.40 Let S0 = 0.85 0.15] 1 represent that the train is on time. [0] a On time the following Friday, then n = 4 S4 = = 0.60 [0.40 1 0.85 × 0.15] [0] 4 0.681 25 [0.318 75] There is a 68.1% chance that the train will be on time on Friday. b On time the following Monday, then n = 5. (No trains operate on weekends.) S5 = = 0.60 [0.40 0.85 1 × 0.15] [0] 5 0.6797 [0.3203] There is a 32.0% chance that the train will be late the following Monday. ⎡0.52 0.16 0.14⎤ ⎡1200⎤ ⎥ ⎢ ⎥ ⎢ S5 = ⎢0.12 0.40 0.07⎥ × ⎢ 800⎥ ⎣0.36 0.44 0.79⎦ ⎣1000⎦ ⎡ 694.2⎤ ⎥ ⎢ = ⎢ 368.8⎥ ⎣1937.0⎦ Store A will have 694 customers, store B will have 369 customers and store C will have 1937 customers. c Test n = 50, then n = 51 50 ⎡1200⎤ ⎡0.52 0.16 0.14⎤ ⎥ ⎢ ⎥ ⎢ S50 = ⎢0.12 0.40 0.07⎥ × ⎢ 800⎥ ⎣1000⎦ ⎣0.36 0.44 0.79⎦ 5 ⎡ 689.2⎤ ⎢ ⎥ = ⎢ 364.9⎥ ⎣1945.9⎦ ⎡1200⎤ ⎡0.52 0.16 0.14⎤ ⎥ ⎥ ⎢ ⎢ S51 = ⎢0.12 0.40 0.07⎥ × ⎢ 800⎥ ⎣1000⎦ ⎣0.36 0.44 0.79⎦ ⎡ 689.2⎤ ⎥ ⎢ = ⎢ 364.9⎥ ⎣1945.9⎦ 689.2 Store A: × 100% = 23.0% 3000 364.9 Store B: × 100% = 12.2% 3000 1945.9 Store C: × 100% = 64.9% 3000 d Convert the answers from part c from decimals to fractions on CAS. 9 24 17 Store A: , store B: , store C: 74 74 37 51 P df_Fol i o: 161 8 T= 161 ⎡0.6 ⎢ 0.2 9 a T = ⎢⎢ ⎢0.1 ⎣0.1 0.1 0.8 0.1 0 0 0 1 0 0.05⎤ ⎥ 0 ⎥ 0 ⎥⎥ 0.95⎦ ⎡0.6 0.1 0 0.05⎤ ⎥ ⎢ 0.2 0.8 0 0 ⎥ T2 = ⎢⎢ ⎥ ⎢0.1 0.1 1 0 ⎥ ⎣0.1 0 0 0.95⎦ ⎡0.385 0.14 0 0.0775⎤ ⎥ ⎢ 0.28 0.66 0 0.01 ⎥ = ⎢⎢ 0.19 1 0.005 ⎥⎥ ⎢0.18 ⎣0.155 0.01 0 0.9075⎦ (From CAS.) b T has no steady state because the matrix T 2 contains zero elements. c From A B C A ⎡0.7 0.1 0.25⎤ ⎢ ⎥ To B ⎢0.2 0.9 0 ⎥ C ⎣0.1 0 0.75⎦ 2 ⎡0.7 0.1 0.25⎤ ⎢ ⎥ T = ⎢0.2 0.9 0 ⎥ ⎣0.1 0 0.75⎦ The correct answer is A. ⎡0.6 0.1 0 0.05⎤ ⎢ ⎥ 0.2 0.8 0.05 0 ⎥ 10 a T = ⎢⎢ 0 ⎥⎥ ⎢0.1 0.1 0.9 ⎣0.1 0 0.05 0.95⎦ b Use CAS for the calculations in part b. i After two weeks, n = 2 ⎡4500⎤ ⎢ ⎥ 4000⎥ S0 = ⎢⎢ ⎥ ⎢2000⎥ ⎣1500⎦ Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 162 TOPIC 8 Matrices • EXERCISE 8.7 S2 = T2 × S0 ⎡2423.75⎤ ⎢ ⎥ 4127.5 ⎥ = ⎢⎢ ⎥ ⎢ 3122.5 ⎥ ⎣2326.25⎦ Texcal has the largest customer base after 2 weeks (4128). ii After eight weeks, n = 8 ⎡4500⎤ ⎢ ⎥ 4000⎥ S0 = ⎢⎢ ⎥ ⎢2000⎥ ⎣1500⎦ S8 = T8 × S0 ⎡1296.6⎤ ⎢ ⎥ 2981.0⎥ = ⎢⎢ ⎥ ⎢4115.9⎥ ⎣3606.6⎦ Oilmart has the largest customer base after 8 weeks (4116). iii In the long term. Test large values of n. S∞ = T ∞ × S0 ⎡1200⎤ ⎥ ⎢ 2000⎥ = ⎢⎢ ⎥ ⎢3200⎥ ⎣5600⎦ CP has the largest customer base in the long term (5600). 0.60 11 a S2 = [0.40 = S3 = = S4 = = 0.35 106 1 + 0.65] [ 72] [2] 89.8 [91.2] 0.60 [0.40 86.8 [97.2] 0.60 [0.40 0.35 89.8 1 + 0.65] [91.2] [2] 0.35 86.8 1 + 0.65] [97.2] [2] 87.1 [99.9] There are 100 Jersey cows expected to be milked on day 4. b Day 1: 106 + 72 = 178 cows Day 4: 87 + 100 = 187 cows Difference = 187 − 178 = 9 more cows milked on day 4 than on day 1. 12 A C A 0.65 C [0.35 0.23 0.77] P df_Fol i o: 162 S2 = 0.65 [0.35 = S3 = = S4 = = 1139 [1042] 0.84 [0.16 1296 [1066] 0.84 [0.16 0.22 1139 110 + 0.78] [1042] [ 71] 0.22 1296 110 + 0.78] [1066] [ 71] 1433 [1110] Week 2: Sweet Cola: 1139, Tangy Lemon: 1042 Week 3: Sweet Cola: 1296, Tangy Lemon: 1066 Week 4: Sweet Cola: 1433, Tangy Lemon: 1110 b Week 1: 950 + 1050 = 2000 Week 4: 1433 + 1110 = 2543 2543 − 2000 = 543 0.75 0.4 34 5 15 a S2 = − [0.25 0.6] [26] [3] = 30.9 [21.1] So 21 students are expected to attend extra guitar lessons in week 2. 5 0.75 0.4 30.9 − b S3 = [0.25 0.6] [21.1] [3] = 26.615 [17.385] Week 2: 31 + 21 = 52 students Week 3: 27 + 17 = 44 students Difference = 52 − 44 = 8; 8 students were not expected to attend in week 3, but they were there in week 2. 0.8 0.3 136 3 16 a S2 = − [0.2 0.7] [108] [5] = S3 = = S4 = 5 A B= [−2] C 48 A S1 = [41] C 13 a 61% b 82% c 16 additional people go to supermarket A and 7 additional people go to supermarket B. 0.84 0.22 950 110 14 a S2 = + [0.16 0.78] [1050] [ 71] = 138.2 [ 97.8] 0.8 [0.2 3 0.3 138.2 − 0.7] [ 97.8] [5] 136.9 [ 91.1] 0.8 [0.2 3 0.3 136.9 − 0.7] [ 91.1] [5] 133.85 [ 86.15] The number of sheep in paddock B in week 4 is 86. 0.23 48 5 + 0.77] [41] [−2] Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.7 b S5 = 0.3 133.85 5 − 0.7] [ 86.15] [3] 0.8 [0.2 129.925 = [ 82.075] Week 5: 130 + 82 = 212 sheep Week 4: 134 + 86 = 220 sheep Difference = 220 − 212 = 8 sheep 0.95 0.08 55 000 1200 17 S2 = + 0.05 0.92] 72 000] [ [ [ 955] (Note: n = 51 produces the same result.) The correct answer is B. 20 Number of hamsters (s) = S4 = = 0.95 [0.05 0.08 63 045 1200 + 0.92] [68 265] [ 955] 66 554 [66 911] 2022: city A: 59 210, city B: 69 945 2023: city A: 63 045, city B: 68 265 2024: city A: 66 554, city B: 66 911 0.95 0.55 18 a T = [0.05 0.45] S0 = = 3 ⎡ 69⎤ ⎢ ⎥ = ⎢138⎥ ⎣ 23⎦ 2.6 0.5 0 0.80 [0.20 0.25 256 6 + 0.75] [194] [4] 259.3 [200.7] 0.80 [0.20 0.25 259.3 6 + 0.75] [200.7] [4] 263.615 [206.385] In week 3 there are expected to be 264 shoppers at supermarket A. b S4 = = 0.80 [0.20 0.25 263.615 6 + 0.75] [206.385] [4] 268.488 25 [211.511 75] After 4 weeks, supermarket A = 268 and supermarket B = 212. Difference = 268 − 212 = 56 shoppers V Q 0 [1] To determine long-term probability, let n = 50. P df_Fol i o: 163 25 0.60 = 0.55 1 × 0.45] [0] 0 0.55 × 0.45] [1] 50 22 (Note: n = 51 produces the same result.) 11 1 The long-term probabilities are dry: , wet: . 12 12 c They should insure the event as there is a very good chance that the day will be dry. 19 Test for n = 50 (and for n = 51) 50 ⎡0.5 0.2 0.3⎤ ⎡100⎤ ⎢ ⎥ ⎢ ⎥ S50 = ⎢0.3 0.8 0.3⎥ × ⎢ 50⎥ ⎣0.2 0 ⎣ 80⎦ 0.4⎦ 32 0.6 S3 = S0 = 0.95 [0.05 ⎡ 11 ⎤ ⎢ 12 ⎥ =⎢ ⎥ ⎢1⎥ ⎣ 12 ⎦ 55 0.50 = 0.922 [0.078] The probability it will rain in three days’ time is 0.078. b Initially the day is wet, then: S50 = 2− < 3 Survival rate (r) 21 a S2 = 1 (initially the day is dry) [0] 0.95 S3 = [0.05 1− < 2 ⎡0.6 2.6 0.5⎤ ⎢ ⎥ b L = ⎢0.5 0 0 ⎥ ⎣0 0.6 0 ⎦ c Using CAS: 4 ⎡0.6 2.6 0.5⎤ ⎡55⎤ ⎡387.45⎤ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ S4 = ⎢0.5 0 0 ⎥ ⎢32⎥ = ⎢135.28⎥ ⎣0 0.6 0 ⎦ ⎣25⎦ ⎣ 47.50⎦ 387.45 + 135.28 + 47.50 = 570.23 The total number of hamsters after 4 years is approximately 570. 0.08 59 210 1200 + 0.92] [69 945] [ 955] 63 045 [68 265] 0.95 [0.05 0− < 1 Birth rate (b) ⎡55⎤ ⎢ ⎥ a S0 = ⎢32⎥ ⎣25⎦ 59 210 = [69 945] S3 = Age group of hamsters (years) 163 T= S0 = S50 = = V 0.27 Q[0.73 0.10 0.90] 6000 [ 400] 0.27 [0.73 0.10 6000 × 0.90] [ 400] 50 771 [5629] In the long term there is a loss of 6000 − 771 = 5229 Victorians to Queensland (initial 6000 and steady 771). Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 164 TOPIC 8 Matrices • EXERCISE 8.8 8.7 Exam questions 1 Use the information given to construct the transition matrix, keeping in mind that the columns must add to 1. [1 mark] D C The transition matrix will be: 0.65 0.45 D [0.35 0.55] C The correct answer is D. 68.125 2 S4 = T 4 × S0 = [31.875] 32% of customers bought their coffee at Giorgio’s on Friday. The correct answer is B. 3 Use the transition diagram to set up a transition matrix to identify the correct answer. ⎡0.55 0.25 0.35⎤ ⎥ ⎢ T = ⎢0.45 0.60 0.25⎥ ⎣0 0.15 0.40⎦ The correct answer is C. 8.8 Review 8.8 Exercise Multiple choice 1 a12 is in row 1, column 2. So a12 = −0.5 The correct answer is C. 2 0 is in row 2, column 2. So a22 = 0 The correct answer is C. 3 E−F ⎡ 1.2 −0.5⎤ ⎡0.2 −0.5⎤ ⎢ ⎥ ⎢ ⎥ = ⎢ 3.6 5.0⎥ − ⎢2.4 2.5⎥ ⎣−3.5 2.2⎦ ⎣0 1.1⎦ ⎡ 1.0 0 ⎤ ⎢ ⎥ = ⎢ 1.2 2.5⎥ ⎣−3.5 1.1⎦ The correct answer is A. 4 A=B×C The element a13 is the result of multiplying the first row by the third column. The correct answer is D. 5 AB = 3 × 3 × 2 × 2. AB does not exist because the inner two numbers are not the same. The correct answer is A. 6 The order of matrix BD is 2 × 2 × 2 × 4. The outer two numbers define the order of the product — 2 × 4. The correct answer is E. 7 A BA = 2 × 2 × 3 × 3; does not exist. B EC = 3 × 2 × 2 × 3; order is 3 × 3. C CA = 2 × 3 × 3 × 3; order is 2 × 3. D AC = 3 × 3 × 2 × 3; does not exist. E CE = 2 × 3 × 3 × 2; order is 2 × 2. The correct answer is E. 8 ED ⎡4 1⎤ 1 2 3 4 ⎥ ⎢ = ⎢3 0⎥ × [0 1 −1 4] ⎣2 −1⎦ ⎡ 4×1+1×0 ⎢ =⎢ 3×1+0×0 ⎣2 × 1 + −1 × 0 4×2+1×1 3×2+0×1 2 × 2 + −1 × 1 4 × 3 + 1 × −1 3 × 3 + 0 × −1 2 × 3 + −1 × −1 4×4+1×4 ⎤ ⎥ 3×4+0×4 ⎥ 2 × 4 + −1 × 4⎦ P df_Fol i o: 164 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.8 ⎡4 9 11 20⎤ ⎢ ⎥ = ⎢3 6 9 12⎥ ⎣2 3 7 4⎦ The correct answer is D. 9 9 [5 8 6] The determinant = 9 × 6 − 8 × 5 = 54 − 40 = 14 The correct answer is C. 10 det P = −1 0 1 0 −1 = 1] [1 −1] [−1 The correct answer is B. 11 The columns of a transition matrix must add up to 1. The missing value in the first column, t31 , is: 0.3 + 0.3 + t31 = 1 t31 = 0.4 The missing value in the third column, t13 , is: t13 + 0.3 + 0.6 = 1 t13 = 0.1 The correct answer is D. 12 The total population is 10 000 + 12 000 = 22 000. P−1 = −1 S4 = = 0.5 [0.5 4 0.2 10 000 0.8] [12 000] Rounding to the nearest figure that appears in the options, the 6300 answer appears to be . [15 700] The correct answer is A. Note that B and C are not representative of the answer as the total number represented in the matrix is not equal to 22 000. 13 The columns of a transition matrix must add up to 1. The missing shop B value must be 20% (0.2) and the missing shop C value must be 5% (0.5). ⎡0.85 0.2 0.2 ⎤ ⎢ ⎥ The transition matrix would be ⎢0.1 0.6 0.05⎥. ⎣0.05 0.2 0.75⎦ The correct answer is C. A L N R A L N R A ⎡0 ⎢ L 1 14 A + A2 = ⎢⎢ N ⎢1 R ⎣1 A L N R A ⎡0 0 0 0⎤ ⎢ ⎥ L ⎢2 0 0 1⎥ 15 Consider the dominance matrix N ⎢⎢3 1 0 2⎥⎥ R ⎣1 0 0 0⎦ The sum of the first row (Alex) = 0; the sum of the second row (Lena) = 3; the sum of the third row (Nathan) = 6; the sum of the fourth row (Rachel) = 1 Therefore, the finishing order (starting from the winner) is: Nathan, Lena, Rachel, Alex. The correct answer is D. 16 From A B A 0.8 0.3 B [0.2 0.7] The columns must add up to 1. The correct answer is C. To 17 A B A → B, C and D B → A and D C → A and B D→B D C A ⎡0 ⎢ B 1 The communication matrix = ⎢⎢ C ⎢1 D ⎣0 The correct answer is B. A 6315.8 [15 684.2] 0 0 1 0 0 0 0 0 0 ⎤ A ⎡0 ⎥ ⎢ 1 ⎥ L ⎢1 + 1⎥⎥ N ⎢⎢2 0 ⎦ R ⎣0 A L N R A ⎡0 0 0 0 ⎤ ⎢ ⎥ L 2 0 0 1⎥ = ⎢⎢ N ⎢3 1 0 2⎥⎥ R ⎣1 0 0 0 ⎦ The correct answer is D. 0 0 0 0 0 0 0 0 0⎤ ⎥ 0⎥ 1⎥⎥ 0⎦ 165 B C 1 0 1 1 1 0 0 0 1⎤ ⎥ 1⎥ 0⎥⎥ 0⎦ D Short answer 18 a A has 3 rows and 2 columns. It is a 3 × 2 rectangular matrix. B has 3 rows and 3 columns. It is a 3 × 3 square matrix. b The a32 element is 2 and the b32 element is 0. c In matrix A, the number 5 is in row 2, column 1. a21 = 5 In matrix B, the number 5 is in row 3, column 1. b31 = 5 19 a [A + B] = = = 1 [3 5 3 + 2] [5 1+3 [3 + 5 5+0 2 + 2] 0 2] 4 5 [8 4] b B−C B and C are not of the same order. Subtraction is not possible. P df_Fol i o: 165 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.8 166 −5 −3 c 2C =2× = = 1 [3 2×1 [2 × 3 2 × −5 2 × −3 −10 −6 2 [6 0 3] 2×0 2 × 3] 0 6] 20 a An increase of 12% is equivalent to 112% (1.12) of the price. A decrease of 5% is equivalent to 95% (0.95) of the price. Price change = b 249 [680 = = 1.12 [0 29 1.12 × 49] [0 0 0.95] 0 0.95] 249 × 1.12 + 29 × 0 [680 × 1.12 + 49 × 0 278.88 [761.60 249 × 0 + 29 × 0.95 680 × 0 + 49 × 0.95] 27.55 46.55] 21 A × B = C 4 × 2 × 2 × 3=4 × 3 For the multiplication to be possible, A must be of order 4 × 2. 22 From A B To A 0.85 B [0.15 0.40 0.60] 0.85 [0.15 0.40 0.60] T= a S0 = 200 [200] After 3 months, n = 3 S3 = = 0.85 [0.15 0.40 200 × 0.60] [200] 3 282.625 [117.375] After 3 months, 283 customers will be purchasing their groceries from store A and 117 customers will be purchasing their groceries from store B. b At the end of 6 months, n = 6 40 S6 = T6 × S0 S0 = [60] 0.85 = [0.15 = 0.40 40 × 0.60] [60] 6 72.5 [27.5] 72.5% will purchase their groceries from store A, and 27.5% will purchase their groceries from store B. P df_Fol i o: 166 ⎡3 0 0 ⎤ ⎢ ⎥ 23 A = ⎢1 4 0⎥, order (3 × 3); lower triangular matrix; 2, ⎣7 5 9 ⎦ 2 = 4; 7 is in x31 . ⎡ 7⎤ ⎢ ⎥ B = ⎢−2⎥, order (3 × 1); column matrix; 2, 2 doesn’t exist; 7 ⎣ 5⎦ is in x11 . 1 0 C= , order (2 × 2); identity matrix; 2, 2 = 1; 7 is [0 1] not in the matrix. ⎡−3 2 −1⎤ ⎢ ⎥ D=⎢ 2 0 −4⎥, order (3 × 3); symmetrical matrix; 2, ⎣−1 −4 7⎦ 2 = 0; 7 is in x33 . 24 a PR is a row permutation of R. b a13 , a21 , a32 Row: 3 → 1, 1 → 2, 2 → 3, so row 1 is moved to row 2. c Row: 1 → 2, 2 → 1, 3 → 3, therefore 1s go to a12 , a21 , a33 . ⎡0 1 0 ⎤ ⎢ ⎥ P = ⎢1 0 0 ⎥ ⎣0 0 1 ⎦ 25 a C can ‘talk to’ (vertical) B and D. b B can ‘receive calls’ (horizontal) from C and D. c D can talk to all three, therefore D can talk to the most people. d C cannot call A or itself; therefore A and C. Extended response 26 a January: ⎡450 ⎢ A = ⎢310 ⎣250 February: ⎡320 ⎢ B = ⎢158 ⎣130 March: ⎡540 ⎢ C = ⎢212 ⎣278 1200 1000 750 600 580 345 1300 1080 850 1500⎤ ⎥ 1200⎥ 600⎦ 900⎤ ⎥ 920⎥ 700⎦ 1400⎤ ⎥ 1569⎥ 900⎦ b Total number = A + B + C ⎡1310 3100 ⎢ = ⎢ 680 2660 ⎣ 658 1945 3800⎤ ⎥ 3689⎥ 2200⎦ ⎡0.50⎤ ⎢ ⎥ c Profit matrix = ⎢1.50⎥ ⎣4.50⎦ Total profit (for each store) ⎡1310 3100 3800⎤ ⎡0.50⎤ ⎥ ⎢ ⎥ ⎢ = ⎢ 600 2660 3689⎥ × ⎢1.50⎥ ⎣ 658 1945 2200⎦ ⎣4.50⎦ ⎡22 405.00⎤ ⎢ ⎥ = ⎢20 890.50⎥ ⎣13 146.50⎦ The profits are: store A: $22 405; store B: $20 890.50 and store C: $13 146.50. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 8 Matrices • EXERCISE 8.8 d Total profit for the chain = store A + store B + store C = $22 405 + $20 890.50 + $13 146.50 = $56 442 e To A A ⎡0.80 ⎢ B ⎢0.15 C ⎣0.05 ⎡0.80 ⎢ T = ⎢0.15 ⎣0.05 From B C 0.05 0.10⎤ ⎥ 0.70 0.30⎥ 0.25 0.60⎦ 0.05 0.70 0.25 0.10⎤ ⎥ 0.30⎥ 0.60⎦ ⎡40⎤ ⎢ ⎥ f The 120 new tents are distributed evenly, so S0 = ⎢40⎥. ⎣40⎦ S2 = T2 × S0 2 ⎡0.80 0.05 0.10⎤ ⎡40⎤ ⎢ ⎥ ⎢ ⎥ = ⎢0.15 0.70 0.30⎥ × ⎢40⎥ ⎣0.05 0.25 0.60⎦ ⎣40⎦ ⎡36.3⎤ ⎥ ⎢ = ⎢48.7⎥ ⎣35 ⎦ After 2 weeks 36 tents will be at store A, 49 tents at store B and 35 tents at store C. g Determine the long-term trend. Try n = 50. S50 = T50 × S0 50 ⎡40⎤ ⎡0.80 0.05 0.10⎤ ⎢ ⎥ ⎢ ⎥ = ⎢0.15 0.70 0.30⎥ × ⎢40⎥ ⎣40⎦ ⎣0.05 0.25 0.60⎦ ⎡31.3⎤ ⎢ ⎥ = ⎢52.2⎥ ⎣36.5⎦ Store A should get 31, store B 52 and store C 37. 27 a 100 adults, 0 eggs and 0 nymphs to start so the initial state matrix is: ⎡ 0⎤ ⎢ ⎥ S0 = ⎢ 0⎥ ⎣100⎦ ⎡ 0 0 200⎤ ⎥ ⎢ b L = ⎢0.02 0 0⎥ ⎣ 0 0.05 0⎦ c Sn = Ln S0 ⎡ 0 0 200⎤ ⎡ 0⎤ ⎡20 000⎤ ⎢ ⎥⎢ ⎥ ⎢ ⎥ S1 = ⎢0.02 0 0⎥ ⎢ 0⎥ = ⎢ 0 ⎥ ⎣ 0 0.05 0⎦ ⎣100⎦ ⎣ 0 ⎦ ⎡ 0 0 200⎤ ⎡ 0⎤ ⎡ 0⎤ ⎢ ⎥ ⎢ ⎥ ⎢ ⎥ S2 = ⎢0.02 0 0⎥ ⎢ 0⎥ = ⎢400⎥ ⎣ 0 0.05 0⎦ ⎣100⎦ ⎣ 0⎦ Continue this process up to n = 8 Putting this in a table: 2 167 Age Eggs Nymphs Adults 0 1 2 3 4 5 6 7 8 0 20 000 0 0 4000 0 0 800 0 0 0 400 0 0 80 0 0 16 100 0 0 20 0 0 4 0 0 d The number of locusts continue to rise and fall over the 8 years. 0.60 0.30 184 3 28 a S2 = + 0.40 0.70] 168] [ [ [5] = S3 = = 163.8 [196.2] 0.60 [0.40 0.30 163.8 3 + 0.70] [196.2] [5] 160.14 [207.86] In week 3, 160 customers are expected to purchase their fuel from station A. 0.60 0.30 160.14 3 b S4 = + 0.40 0.70] 207.86] [ [ [5] = 161.442 [214.558] Station A in week 2 = 164 Station A in week 4 = 161 Difference = 164 − 161 = 3 customers Station A lost 3 customers. 8.8 Exam questions 1 a Brie and Dex – in the matrix, they both have 1’s to send to each other. [1 mark] b Elena → Dex → Brie → Chai [1 mark] c Alex → Brie → Dex and Alex → Elena → Dex Award 1 mark for both paths. [Note: The matrix M2 has been transcribed incorrectly. If students calculated M2 themselves, they also found that there was 2-step communication possible between Chai and Brie, so the answers of C → A → B and C → D → B (must have both) were also accepted]. 2 a One row and three columns means the order is 1 × 3. [1 mark] 700 b = 2800 shoppers [1 mark] 0.25 ⎡1104 1296 1056⎤ ⎢ ⎥ c i Q = ⎢ 621 729 594⎥ ⎣ 575 675 550⎦ Award 1 mark for both red numbers. P df_Fol i o: 167 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 168 TOPIC 8 Matrices • EXERCISE 8.8 ii 594 shoppers were in the clothing area [1 mark] at Westmall. d Total amount = ⎡21.30⎤ ⎥ ⎢ [135 143 131] × ⎢34.00⎥ = [9663.20] [1 mark] ⎣14.70⎦ e If A2019 is a 3 × 1 matrix, then A2020 must be too. A2020 =K × A2019 (3 × 1) = (m × n) × (3 × 1) So K will be a 3 × 3 matrix. ⎡1.05 0 0⎤ ⎢ ⎥ K = ⎢ 0 0.85 [1 mark] 0⎥ ⎣ 0 ⎦ 0 0.99 3 CT × (AT × B) = (3 × 4)T × ((2 × 4)T × (2 × 3))T = (4 × 3) × ((4 × 2) × (2 × 3))T = (4 × 3) × (4 × 3)T = (4 × 3) × (3 × 4) = (4 × 4) The correct answer is E. 4 a If the determinant of a matrix is zero, there is no inverse. But the determinant is 1; therefore, there is an inverse. [1 mark] b −7 9 [−4 5] Award 1 mark for all three correct red numbers. x −7 9 7 5 c = = [y] [−4 5] [6] [2] Therefore, 2 sandwich bars are preferred in Grandmall’s food court. [1 mark] 5 a 3×2 [1 mark] b Add up column 2: 50 + 20 + 40 = 110 [1 mark] ⎡50⎤ ⎢ ⎥ c L = ⎢20⎥ [1 mark] ⎣40⎦ T ⎡3 6 22 19⎤ ⎢ ⎥ d R = ⎢1 10 [1 mark] 7 2⎥ ⎣1 3 10 26⎦ e The number of cars that parked for two hours in area C. [1 mark] VCAA Examination Report note: Some students recognised area C and 2 hours but did not refer to the number of cars parked. T P df_Fol i o: 168 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.2 Topic 9 — Undirected graphs, networks and trees 9.2 Basic concepts of a network 4 a A C 9.2 Exercise 1 a b 2 a b Degree A = 3 Degree B = 4 Degree C = 4 B b Vertices = 6; edges = 8 Vertices = 7; edges = 9 Vertices = 5; edges = 5 A C B Degree A = 3 Degree B = 8 Degree C = 3 5 A Vertex A; degree = 5 The correct answer is D. 6 a A C Degree A = 2 Degree B = 2 Degree C = 1 B c Vertices = 6; edges = 9 b A B d Vertices = 7; edges = 11 c Degree A = 3 Degree B = 4 Degree C = 2 B A 3 P df_Fol i o: 169 Vertices = 9; edges = 16 C C Degree A = 3 Degree B = 2 Degree C = 6 This figure has 7 vertices and 11 edges. The correct answer is C. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 169 TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.2 170 d B C 9 a 2 A 7 a b C E b A B C E F D V = {A, B, C, D, E, F, G} E = {(A, B), (B, C), (B, E), (B, F), (C, E), (C, F), (E, F), (E, G), (F, G)} G 8 a 1 3 b 5 V = {1, 2, 3, 4, 5} E = {(1, 2), (1, 3), (2, 3), (3, 4), (4, 5)} 2 U V 4 3 5 1 4 6 F V = {A, B, C, D, E, F} E = {(A, B), (A, D), (A, E), (B, D), (B, E), (B, E), (C, D), (D, F)} B 1 V = {1, 2, 3, 4, 5, 6} E = {(1, 2), (1, 4), (1, 6), (2, 3), (2, 6), (3, 4), (4, 6)} 2 D 5 6 Degree A = 4 Degree B = 1 Degree C = 0 A 3 1 2 3 4 5 6 1 ⎡ 0 1 0 1 0 1 ⎤ ⎢ ⎥ 2 ⎢ 1 0 1 0 0 1 ⎥ 3 ⎢ 0 1 0 1 0 0 ⎥ ⎢ ⎥ 4 ⎢ 1 0 1 0 0 1 ⎥ 5 ⎢⎢ 0 0 0 0 0 0 ⎥⎥ 6 ⎣ 1 1 0 1 0 0 ⎦ 10 Starting with vertex A, there are single connections to vertices C, B and F. A C B F Add a connection (B, F) and vertex D, which is connected to E (new vertex) and F. D 4 Y W C A E B X V = {U, V, W, X, Y, Z} E = {(U, V), (U, W), (U, X), (V, W), (V, X), (V, Z), (W, X), (W, Y), (X, Z)} F Complete the network by adding (E, F) and (F, G) along with new vertex G. Z c 1 5 7 3 2 4 D C A E B F 11 a V = {1, 2, 3, 4} E = {(1, 2), (1, 4), (2, 3), (3, 4)} G 1 V = {1, 2, 3, 4, 5, 6, 7} E = {(1, 2), (1, 3), (1, 5), (2, 4), (2, 6), (2, 6), (2, 6), (2, 7), (3, 3), (3, 6), (5, 7)} 4 6 d 6 7 2 1 5 9 P df_Fol i o: 170 3 4 3 A C E V = {1, 2, 3, 4, 5, 6, 7, 8, 9} E = {(1, 5), (1, 6), (1, 8), (2, 5), (2, 7), (2, 9), (3, 4), (3, 5), (3, 8), (4, 5), (4, 9), (5, 6), (5, 7), (5, 8), (5, 9), (6, 7)} 8 b V = {A, B, C, D, E} E = {(A, B), (A, C), (A, C), (B, B), (B, C), (B, D), (C, D)} 2 B D 12 a V = {1, 2, 3, 4} E = {(1, 2), (1, 3), (1, 4), (2, 3), (2, 4), (3, 4)} Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.2 b 1 n(V) = 5, d(V) = 4 n(E) = 5 × 4 ÷ 2 = 10 n(V) = 8, d(V) = 7 n(E) = 8 × 7 ÷ 2 = 28 a n(V) = 10, d(V) = 9 n(E) = 10 × 9 ÷ 2 = 45 b n(V) = 20, d(V) = 19 n(E) = 20 × 19 ÷ 2 = 190 c n(V) = 100, d(V) = 99 n(E) = 100 × 99 ÷ 2 = 4950 3 c Degree (1) = 4 Degree (2) = 4 Degree (3) = 4 Degree (4) = 4 2 4 13 i a V = {1, 2, 3, 4, 5} E = {(1, 2), (1, 3), (1, 4), (1, 5)(2, 3), (2, 4), (2, 5), (3, 4), (3, 5), (4, 5)} b 5 1 4 c Degree (1) = 4 Degree (2) = 4 Degree (3) = 4 Degree (4) = 4 Degree (5) = 4 ii a V = {1, 2, 3, 4, 5, 6, 7, 8} E = {(1, 2), (1, 3), (1, 4), (1, 5), (1, 6), (1, 7), (1, 8), (2, 3), (2, 4), (2, 5), (2, 6), (2, 7), (2, 8), (3, 4), (3, 5), (3, 6), (3, 7), (2, 8), (3, 5), (3, 6) , (3, 7), (3, 8) , (4, 5), (4, 6), (4, 7), (4, 8), (5, 6), (5, 7), (5, 8), (6, 7), (6, 8), (7, 8)} b 1 3 2 8 15 V = {A, B, C, D, E, F, G, H, I, J, K, L, M, N} • Allan (A) married Betty (B)∶ AB • 3 children AB − C AB − D AB − E • Charles (C) married Francis (F) = CF • 2 children CF − G CF − H • Doris (D) married Ian (I) = DI • 1 child DI − J 2 • Earl (E) married Karen (K) = EK • 3 children EK − L 3 7 6 EK − M 4 c Degree (1) = 7 Degree (2) = 7 Degree (3) = 7 Degree (4) = 7 Degree (5) = 7 Degree (6) = 7 Degree (7) = 7 Degree (8) = 7 14 From questions 12 and 13, the number of edges from each vertex was one less than the total number of vertices (because there are no loops). Therefore a network of: 5 a 10 vertices would have vertices of degree 9 b 20 vertices would have vertices of degree 19 c 100 vertices would have vertices of degree 99. If looking at the total number of edges in a network where each vertex is joined by exactly one edge and no loops, we use the formula ‘degree of vertex multiplied by number of vertices, then divided by 2’. n(V) = 4, d(V) = 3 n(E) = 4 × 3 ÷ 2 =6 EK − N AB CF 16 DI G H J 1 3 5 2 EK L M N 4 1 2 3 4 5 1 ⎡ 0 1 1 0 0 ⎤ ⎥ ⎢ 2 ⎢ 1 0 1 0 0 ⎥ 3 ⎢ 1 1 0 1 0 ⎥ ⎢ ⎥ 4 ⎢ 0 0 1 0 1 ⎥ 5 ⎣ 0 0 0 1 0 ⎦ P df_Fol i o: 171 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 171 TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.3 172 17 a 1 2 4 5 b 3 6 E = {(1, 2), (1, 4), (1, 5), (2, 3), (2, 4), (2, 5), (4, 5), (4, 6), (5, 6)} 1 1 ⎡ 0 ⎢ 2 ⎢ 1 3 ⎢ 0 ⎢ 4 ⎢ 1 5 ⎢⎢ 1 6 ⎣ 0 b 2 1 0 1 1 1 0 3 0 1 0 0 0 0 1 2 3 4 5 6 4 1 1 0 0 1 1 5 1 1 0 1 0 1 1 1 ⎡ 0 ⎢ 2 ⎢ 1 3 ⎢ 0 ⎢ 4 ⎢ 0 5 ⎣ 0 1 6 0 ⎤ ⎥ 0 ⎥ 0 ⎥ ⎥ 1 ⎥ 1 ⎥⎥ 0 ⎦ c E = {(1, 2), (1, 4), (1, 5), (2, 3), (3, 5), (4, 4), (4, 7), (5, 7), (5, 7), (5, 7), (5, 6)} 2 1 0 1 1 0 3 0 1 0 2 2 2 3 4 5 4 0 1 2 2 1 5 0 ⎤ ⎥ 0 ⎥ 2 ⎥ ⎥ 1 ⎥ 0 ⎦ 1 2 3 4 5 6 1 ⎡ 0 1 1 0 0 0 ⎤ ⎢ ⎥ 2 ⎢ 1 0 0 0 0 1 ⎥ ⎢ 3 1 0 0 2 0 2 ⎥ ⎢ ⎥ 4 ⎢ 0 0 2 0 0 1 ⎥ 5 ⎢⎢ 0 0 0 0 0 0 ⎥⎥ 6 ⎣ 0 1 2 1 0 0 ⎦ 1 2 3 6 7 1 1 ⎡ 0 ⎢ 2 ⎢ 1 3 ⎢ 0 ⎢ 4 ⎢ 1 5 ⎢ 1 ⎢ 6 ⎢ 0 7 ⎣ 0 c 1 2 1 0 1 0 0 0 0 3 0 1 0 0 1 0 0 4 1 0 0 1 0 0 1 2 3 4 5 6 5 1 0 1 0 0 1 3 6 0 0 0 0 1 0 0 7 0 ⎤ ⎥ 0 ⎥ 0 ⎥ ⎥ 1 ⎥ 3 ⎥ ⎥ 0 ⎥ 0 ⎦ 4 5 9.2 Exam questions 1 There are 5 vertices with a degree of 3: 7 E = {(1, 2), (2, 3), (2, 5), (2, 6), (3, 5), (3, 6), (5, 6), (5, 7), (6, 6), (6, 7), (7, 7)} 1 1 ⎡ 0 ⎢ 2 ⎢ 1 3 ⎢ 0 ⎢ 4 ⎢ 0 5 ⎢ 0 ⎢ 6 ⎢ 0 7 ⎣ 0 18 a 2 1 0 1 0 1 1 0 3 0 1 0 0 1 1 0 4 0 0 0 0 0 0 0 5 0 1 1 0 0 1 1 6 0 1 1 0 1 1 1 7 0 ⎤ ⎥ 0 ⎥ 0 ⎥ ⎥ 0 ⎥ 1 ⎥ ⎥ 1 ⎥ 1 ⎦ The correct answer is E. 2 The correct answer is E. 3 2 + 3 + 2 + 3 + 2 = 12 The correct answer is E. 9.3 Planar graphs and Euler’s formula V(V − 1) 2 4(4 − 1) E= =6 2 There are 6 edges. V(V − 1) b E= 2 8(8 − 1) E= = 28 2 There are 28 edges. 9.3 Exercise 1 a E= 1 2 3 4 1 ⎡ 0 1 1 0 ⎤ ⎢ ⎥ 2 ⎢ 1 0 1 0 ⎥ 3 ⎢⎢ 1 1 0 1 ⎥⎥ 4 ⎣ 0 0 1 0 ⎦ 1 3 2 2 4 P df_Fol i o: 172 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.3 3 a Move vertex E to the left, removing the edge AE crossing CD. Move the edge AD to be ‘outside’ B. 6 1 2 3 B A Face 1—4 dots∶ degree = 4 Face 2—3 dots∶ degree = 3 Face 3—3 dots∶ degree = 3 Face 4 (outside)—6 dots∶ degree = 6 7 A complete graph with 7 vertices has vertices of degree 6, so the total number of edges equals: n(V) × d(V) ÷ 2 = 6 × 7 ÷ 2 = 21 edges The correct answer is C. 8 a 3-dimensional original 4 D C E b A B 1 2 4 D C 3 F 5 Face 1—3 dots∶ degree = 3 Face 2—3 dots∶ degree = 3 Face 3—3 dots∶ degree = 3 Face 4—3 dots∶ degree = 3 Face 5 (outside) − 4 dots∶ degree = 4 E E 4 a D C A B Planar graph C F D E b Number of vertices, V = 9 Number of edges, E = 16 Number of faces, F = 9 V=E−F+2 9 = 16 − 9 + 2? Yes, Euler’s formula is confirmed. A b B 9 C D B c E J A F H (Note: already planar) G 10 a Original A B d 1 2 E F 3 4 5 D C 5 2 4 173 1 Planar A B II I 3 5 The graph is not planar because edge (E, F) crosses (A, D). The correct answer is B. C E III IV F V D P df_Fol i o: 173 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.3 174 b Faces = 5 Planar graph B A B II I E III IV F C V D A c Degrees of each face: Face I = 3 Face II = 3 Face III = 4 Face IV = 4 Face V = 4 11 a Original 1 2 I 6 4 Planar graph 5 III 2 3 IV V 4 VI 6 b There are 6 faces. 5 II 1 I Verify: V=E−F+2 V=6−4+2 V=4 n(V ) = 4 n(E ) = 6 n(F ) = 4 14 Since the degree of a single node is determined by the number of edges (E) ‘leaving’ it, and each such edge must be the ‘entering’ edge of another node, each edge is counted twice in the sum of degrees (S). Thus the sum must be an even number. And since each edge is counted twice, S = 2E. 15 n(E) = 5; V = E − F + 2 n(V) = 4; 4 = 5 − F + 2 n(F) = ?; F = 3 The correct answer is B. 16 Original diagram III 2 C 4 A 5 II 3 1 2 D III II 5 IV 3 6 1 I C B D E 3 IV V D 4 VI 6 12 a Degree of vertex E in figure is 4. The correct answer is D. A A B Planar graph B C D C E C E D H G b A A B 17 B B C E F D Euler’s rule: V = E − F + 2 V = 13 − 7 + 2 V=8 n(E ) = 13 n(F ) = 7 n(V ) = 8 13 Original diagram H A E D C G B The corridors/doorways leading to each room: B F E A D C Note that the hall space between rooms E and D belongs to room F and the hall space between rooms B and C belongs to room A. D P df_Fol i o: 174 A C Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.4 n(n − 1) where n = 8 a 2 18 8 people in a room shake hands with each other. 8(8 − 1) = 28 handshakes 2 b Let the 8 people be represented by the letters A to H. A B H C G D 3 175 B A E G 1 C F D J H Euler trail = A–B–C–D–E–G–F–H–J 4 Using the diagram from the question and starting with vertex 2: B A F c E A B C D E F G H A ⎡ 0 1 1 1 1 1 1 1 ⎤ ⎥ ⎢ B ⎢ 1 0 1 1 1 1 1 1 ⎥ C ⎢ 1 1 0 1 1 1 1 1 ⎥ ⎢ ⎥ D ⎢ 1 1 1 0 1 1 1 1 ⎥ E ⎢ 1 1 1 1 0 1 1 1 ⎥ ⎥ ⎢ F ⎢ 1 1 1 1 1 0 1 1 ⎥ ⎢ ⎥ G ⎢ 1 1 1 1 1 1 0 1 ⎥ H ⎣ 1 1 1 1 1 1 1 0 ⎦ E G 1 C F D J H Euler trail = A–J–H–E–G–F–D–C–B 5 Removing the edge E will mean that the top vertex is no longer connected to the other vertices of the graph, so this edge is a bridge. The correct answer is E. 6 2 3 5 9.3 Exam questions 1 There is no Eulerian trail, because it is not possible to get to and from the vertex on the right without passing over the edge twice. The other 4 statements are true. The correct answer is D. 2 v+f−e=2 7+f−9=2 f=4 The correct answer is D. 3 For a Eulerian circuit to be possible, all vertices must be of even degree. There are four vertices with odd degree vertices, so two more edges are needed. The correct answer is C. Euler circuit = 1–2–5–3–4–5–1 (starting at vertex 1) 7 a E C 1 4 F A C A F E 1 9.4 Exercise B For an Euler circuit, make all vertices of even degree ⇒ join F to A. The correct answer is B. b Removing the edge FE will mean that the vertex F is no longer connected to the other vertices of the graph, so this edge is a bridge. 8 a B 9.4 Walks, trails, paths, cycles and circuits 1 D D G B b B A A 1 C E D 1 G B A C E C F D J An Euler trail uses every edge exactly once. A–B–C–D–E–F–G 2 E G F H Figure b only, as ‘all vertices must be of an even degree’. The correct answer is D. F Euler trail = E–F–G–D–C–B–A 1 D G P df_Fol i o: 175 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.4 176 16 9 L 6 M 4 3 S G H J 1 R Q A B K C D N 17 5 2 3 4 6 18 6 1 5 Hamiltonian cycle = 2–3–4–5–6–1–2 The correct answer is A. 4 3 Hamiltonian path = 7–6–5–4–3–2–1 P a Euler trail: A–G–L–M–S–H–J–K–F–P–E–R–D–O–C–Q–B–N b Euler circuit: H–S–M–L–G–A–N–B–Q–C–O–P–F–E–D–R–K–J 10 5 2 F E O C 3 2 B F 1 2 8 7 1 A D 1 7 • Start with vertex 1. Smallest path = 1–3–2–1 ∴ Subcircuit1 = {1, 2, 3} • Vertex 2 would have same as vertex 1. • Move to vertex 3. Subcircuit2 = 3–4–5–3 ∴ S = {1, 2, 3, 4, 5} • Move to vertex 5. Subcircuit3 = 5–6–7–8–5 ∴ S = {1, 2, 3, 4, 5, 6, 7, 8} Subcircuit1 and subcircuit2 joined at 3. Subcircuit2 and subcircuit3 joined at 5. 1–3–4–5–6–7–8–5–3–2–1 11 For an Euler circuit to exist, all vertices must be of even degree. Graph D is the only graph that has every vertex of even degree. The correct answer is D. 12 A Hamiltonian path uses every vertex exactly once. 2 3 4 5 a Euler trail = 2–1–3–4–5–2–3 b Euler circuit = cannot be done because vertices 2 and 3 are odd. c Hamiltonian path = 1–2–3–4–5 d Hamiltonian cycle = 1–3–4–5–2–1 E 19 5 6 1 4 3 7 8 10 2 9 a By joining 4 to 7 and 3 to 8, the network now contains a Hamiltonian cycle and an Euler circuit because all vertices are now even. b Euler circuit∶ 3–2–1–3–4–1–5–4–7–6–10–7–8–10–9–8–3 Hamiltonian cycle∶ 3–2–1–5–4–7–6–10–9–8–3 20 Starcomed Larebil 1 4 7 Hamiltonian path = 2–1–6–5–4–3–7 6 13 Yrtnuoc Ruobal 5 As the path visits each vertex once only, but ends at a different vertex, it is a Hamiltonian path. The correct answer is C. 14 A Hamiltonian cycle uses every vertex once, starting and finishing at the same vertex. 2 a Euler trail = Yrtnuoc–Ruobal–Noitaneno– Yrtnuoc–Starcomed–Larebil–Noitaneno–Larebil b ‘Does not travel more than once on any road’ = Euler trail c Starcomed Noitaneno Larebil Yrtnuoc Ruobal 3 Euler circuit = Larebil–Starcomed–Yrtnuoc–Ruobal– Noitaneno–Yrtnuoc–Larebil–Noitaneno–Larebil d An Euler circuit is required to travel each road only once and start/end at Larebil. Noitaneno 4 1 7 Hamiltonian cycle = 2–1–6–5–4–7–3–2 15 The network cannot contain a Hamiltonian cycle/path or Euler circuit/trail because the graph is not connected. The correct answer is E. 6 P df_Fol i o: 176 5 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.5 21 Starcomed 9.5 Trees and their applications Larebil Yrtnuoc 177 9.5 Exercise Ruobal 1 Trees connecting vertices A and B without going through vertex F: B Noitaneno a and b A Hamiltonian path is required to visit each town once only. Hamiltonian path = Ruobal–Yrtnuoc–Starcomed– Larebil–Noitaneno 22 C F F E D A E B A–C–B A–D–C–B A–E–D–C–B C A a Hamiltonian path = C–D–A–E–F–B b Hamiltonian cycle = C–A–E–F–B–D–C c Path a is a Hamiltonian path and path b is a Hamiltonian cycle. 2 E C F B D 1 A Hamiltonian cycle passes through each vertex only once and starts and finishes at the same vertex. There is no edge connecting E and D. Therefore, option D is incorrect. The correct answer is D. 2 An Eulerian trail exists if the graph has two vertices with an odd degree and the degrees of the other vertices are even. The given graph has six vertices of which four are of an odd degree and two are of an even degree. Removing any edge between two vertices that are of an odd degree will change the network to an Eulerian trail. There are five different ways in which this can be done. The correct answer is E. VCAA Examination Report note: Students should be familiar with scenarios involving adding or removing an edge from a graph to enable an Eulerian trail. This question relied on the knowledge that a graph will have an Eulerian trail if exactly two of the vertices of that graph have an odd degree. 3 8 2 2 3 7 3 School 4 2 Home 2 8 13 The diagram is highlighted to show the shortest path. Time = 3 + 2 + 3 + 4 + 2 = 14 minutes The correct answer is C. P df_Fol i o: 177 ii and iv are trees, as i and iii start and finish at same vertex. The correct answer is C. 3 9.4 Exam questions 6 A D A tree is a connected subgraph containing no loops, cycles or parallel edges. a b 4 Trees connecting vertices A and B, without going through vertex F: B C F D E A A–D–B A–C–B A–D–C–B A–C–D–B A–E–D–B A–E–D–C–B 5 Possible trees: A–C–D–B 4 + 7 + 8 = 19 A–E–F–B 10 + 3 + 5 = 18 A–E–C–D–B 10 + 5 + 7 + 8 = 30 A–E–F–D–B 10 + 3 + 9 + 8 = 30 A–C–E–F–B 4 + 5 + 3 + 5 = 17 A–C–D–F–B 4 + 7 + 9 + 5 = 25 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.5 178 A 4 10 E 3 5 4 C 5 9 7 D F Shortest path: A–C–E–F–B = 17 km 6 Shortest possible tree: 1–2–5–6–8 =3+4+6+3+0 = 16 minutes 7 a B 10 B 12 A 4 + 4 + 5 + 7 = 20 The correct answer is B. 10 a 7 4 4 8 5 7 2 1 2 3 5 5 4 8 C 13 9 11 7 8 2 1 D 17 E 2 3 15 5 16 F 4 i B–D–F = 13 + 15 = 28 km ii A–D–C =9+8 = 17 km b D 28 14 17 16 14 4 H 3 5 9 Edge with smallest value = 4 F 4 Edge off this with smallest value = 4 Total length = 11 + 16 + 9 + 12 + 7 + 17 + 14 = 86 12 30 31 A B C D E A X 16 12 Start with E: Next D: 4 Next B: 4 Edge off this tree with smallest value: 17 9 A C 7 11 G E 14 23 11 7 B 7 11 12 5 6 Total length = 7 + 2 + 1 + 3 + 2 + 5 + 8 + 4 = 32 16 9 b E–A–D–C = 11 + 9 + 8 = 28 km c Total length of minimum spanning tree = 37 The correct answer is B. 8 Minimum spanning tree: 8 7 15 18 10 0 B ❙ 16 X 11 13 15 C ❩ 12 11 X 8 D ❩ E ❙ 13 8 X 10 15 Place 15 above B. Place 10 above D. B∶ 10 + 13 = 23, which is > 15; ignore. C∶ 10 + 8 = 18; place above C. E: Already been there. A∶ 15 + 16 = 31; place above A. C∶ 15 + 11 = 26, 26 > than 18, so ignore C. D: Already been there. E: Already been there. A∶ 18 + 12 = 30 < 31; place above A. B: Already been there. Shortest distance from A to E = 30 km Next C: 5 4 10 X 4 Next edge with smallest value: P df_Fol i o: 178 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.5 12 41 43 A X 18 21 A B C D E Start with E: Next D: 22 7 0 B ❙ 18 X 16 20 23 C ❩ D ❩ E ❙ 20 15 X 7 23 21 16 X 15 7 X A∶ 23 + 18 = 41 < 43; place above A. C: Already been there. D: Already been there. E: Already been there. Shortest distance from A to E = 41 km 13 Statement E is the only true statement. The correct answer is E. 14 a A–B–F–H A–B–F–G–H A–B–F–G–E–H Next B: 12 6 H 15 E b See the table at the foot of the page.* Start with H: Place 6 above G. Place 12 above F. Place 15 above E. A∶ 14 + 10 = 24, which is > 22; ignore. G: Already been there. H: Already been there. Next E: A∶ 4 + 18 = 22, which = 22; ignore. F: Already been there Next C: A∶ 22 + 7 = 27, which is > 22; ignore. F: Already been there. Shortest time for A–H = 22 15 Total number of possible trees connecting A to H is: A–B–F–H A–B–F–G–H A–B–F–G–E–H A–C–F–H A–C–F–G–H A–C–F–G–E–H A–D–G–F–H A–D–G–E–H A–D–G–H A–E–G–F–H A–E–G–H A–E–H There are 12 possible trees. The correct answer is C. 16 Smallest possible tree: A–C–F–G–H =4+7+5+6 = 22 minutes The correct answer is D. Next B: 14 b* P df_Fol i o: 179 A∶ 13 + 9 = 22; place above A. G: Already been there. Next D: Place 23 above B. Place 7 above D. B∶ 7 + 20 = 27, which is > 23; ignore. C∶7 + 15 = 22; place above C. E: Already been there. B 7 9 4 7 F A 9 C 5 7 10 D 8 G B∶ 11 + 9 = 20; place above B. C∶ 11 + 7 = 18; place above C. G: Already been there. H: Already been there. Next F: A∶22 + 21 = 43; place above A. C∶ 22 + 16 = 38, 36 > than 23, so ignore C. D: Already been there. Next C: D∶ 6 + 7 = 13; place above D. E∶ 6 + 8 = 14; place above E. F∶ 6 + 5 = 11 < 12; place above F. H: Already been there. Next G: 23 11 A B C D E F G H 22 A X 7 4 9 10 20 B 7 X 18 C 4 13 D 9 14 E 10 12 ❩ F 6 G 0 H 7 8 5 X 6 15 12 6 X 9 7 X X X 9 7 7 179 8 15 X 5 12 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.5 180 (5) A–C–F–H–E–G There are 5 trees connecting A to G. b Times: (1) 6 + 5 + 7 = 18 (2) 6 + 7 + 9 = 22 (3) 8 + 4 + 9 = 21 (4) 8 + 4 + 7 + 5 + 7 = 31 (5) 8 + 3 + 5 + 8 + 9 = 33 Shortest path between A and G: A–B–D–G = 18 c Trees connecting D → F: (1) D–G–E–H–F (2) D–G–E–C–F (3) D–G–E–B–A–C–F (4) D–B–E–H–F (5) D–B–E–C–F (6) D–B–A–C–F (7) D–B–A–C–E–H–F There are 7 different trees connecting D to F. d Times: (1) 7 + 9 + 8 + 5 = 29 (2) 7 + 9 + 4 + 3 = 23 (3) 7 + 9 + 7 + 6 + 8 + 3 = 40 (4) 5 + 7 + 8 + 5 = 25 (5) 5 + 7 + 4 + 3 = 19 (6) 5 + 6 + 8 + 3 = 22 (7) 5 + 6 + 8 + 4 + 8 + 5 = 36 Shortest path between D and F: D–B–E–C–F = 19 17 See the table at the foot of the page.* Start with K: Place 12 above J. Place 12 above I. G∶ 12 + 11 = 23; place above G. H∶ 12 + 16 = 28; place above H. K: Already been there. Next J: E∶ 12 + 14 = 26; place above E. F∶ 12 + 18 = 30; place above F. K: Already been there. Next I: C∶ 23 + 16 = 39; place above C. D∶ 23 + 10 = 33; place above D. J: Already been there. Next G: B∶ 26 + 13 = 39; place above B. C∶ 26 + 12 = 38, 38 < 39; place above C. I: Already been there. Next E: D∶ 28 + 14 = 42, 42 > 33; ignore. J: Already been there. Next H: B∶ 30 + 15 = 45, 45 > 39; ignore. I: Already been there. Next F: A∶ 33 + 11 = 44; place above A. G: Already been there. H: Already been there. Next D: A∶ 38 + 8 = 46, 46 > 44; ignore. E: Already been there. G: Already been there. Next C: A∶ 39 + 9 = 48, 48 > 44; ignore. E: Already been there. F: Already been there. Shortest distance from A to H = 44 km Next B: 18 19 a 5 7 B 7 6 18 E 4 C 24 Length of minimum spanning tree = 12 + 13 + 18 + 24 = 67 32 H 3 5 a Trees connecting A → G: (1) A–B–D–G (2) A–B–E–G (4) A–C–E–G (4) A–C–E–B–D–G F 17* 12 13 G A P df_Fol i o: 180 36 D 38 A B C D E F G H I J K 44 A X 9 8 11 39 B 9 X 3 9 ❩ ❩ C 8 33 D 11 X 26 E 30 F 13 12 15 X 13 15 12 23 G 28 H 16 10 14 X 10 14 X 0 K 11 16 X 14 12 J 14 18 X 16 12 I 18 X 11 16 12 X 12 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 12 12 X TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.5 b 21 a 24 D 386 E 6 C 8 15 9 c 301 346 16 Length of minimum spanning tree = 6 + 8 + 9 + 16 + 15 = 54 23 26 5 15 356 456 B F b Maximum number = 346 + 386 + 456 + 301 + 356 = 1845 22 a C A 80 14 120 D 10 85 26 Length of minimum spanning tree = 5 + 10 + 14 + 26 = 55 10 5 F 200 A 30 E Entrance/exit i 9 edges ii 6 vertices iii The degree of each vertex: A–4, B–4, C–2, D–3, E–2, F–3 6 4 150 40 14 5 90 70 B d 181 b Minimum distance is obtained from the circuit E–A–D–F–C–B–E 30 + 70 + 90 + 80 + 120 + 40 = 430 m c C 7 4 6 Length of minimum spanning tree = 4 + 4 + 6 + 7 = 21 F D 7 4 A B 4 20 a 14 19 7 7 2 5 6 13 5 1 6 3 12 11 7 7 6 b 2 5 1 6 12 Length of minimum spanning tree = 49 3 3 3 4 3 5 3 2 4 4 4 5 3 5 4 3 3 4 3 3 E A B C D E F A ⎡0 1 0 1 1 1 ⎤ ⎢ ⎥ B ⎢1 0 1 1 1 0 ⎥ C ⎢1 1 0 0 0 1 ⎥ ⎢ ⎥ D ⎢1 0 1 1 0 0 ⎥ E ⎢⎢1 1 0 0 0 0⎥⎥ F ⎣1 0 1 1 0 0 ⎦ e A Hamiltonian cycle would be E–A–D–F–C–B–E. d 9.5 Exam questions 1 A spanning tree includes all the vertices and some of the edges of the original network, and no loops, multiple edges or cycles. Option B has an edge connecting vertices 3 and 5 that is not present in the original network. The correct answer is B. 2 Draw a minimum spanning tree that has a minimum length of 53 m. 2 4 3 Length of minimum spanning tree = 29 4 P df_Fol i o: 181 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.6 182 C 7 6 Connected graphs: D 10 i B 8 11 E 10 5 x A F 8 6 G 9 5 6 ii 7 I 10 H x = 53 − (7 + 6 + 5 + 6 + 5 + 8 + 7) = 53 − 44 =9 The correct answer is D. 3 A minimum spanning tree is required. Not connected: iii 28 A B 35 MS 15 C iv 28 D E 35 30 F 32 G Add up the edges: 15 + 28 + 30 + 32 + 35 + 35 + 28 = 203 The correct answer is B. The correct answer is C. 7 A B C H E D 9.6 Review G 9.6 Exercise Multiple choice 1 Degree (A) = 3 Degree (B) = 3 Degree (C) = 3 Degree (D) = 4 Degree (E) = 1 Total = 14 The correct answer is E. 2 E = {(A, B), (A, C), (A, D), (B, C), (B, D), (C, D), (D, E), } The correct answer is C. 3 Degree of A = 6 (2 + 2 + 1 + 0 + 1) The correct answer is D. 4 The isolated vertex is D. The correct answer is D. 5 V=E−F+2 if V = 6 F=4 P df_Fol i o: 182 then E = V + F − 2 =6+4−2 =8 The correct answer is C. F A Hamiltonian path visits each vertex just once, starting and finishing at a different position. The correct answer is C. C–G–H–A–B–D–E–F 8 An Euler trail exists because there are exactly 2 vertices whose degree is 3. Vertex C = 3 Vertex E = 3 The correct answer is B. 9 a A B 9 4 10 4 H 7 C 8 G 5 9 11 E 3 D 8 F Shortest path from H to E: H–G–F–E = 8 + 11 + 8 = 27 H–A–C–B–E = 10 + 4 + 4 + 9 = 27 H–A–C–B–D–E = 10 + 4 + 4 + 5 + 3 = 26 H–G–A–C–B–D–E = 8 + 7 + 4 + 4 + 5 + 3 = 31 H–G–A–C–B–E = 8 + 7 + 4 + 4 + 9 = 32 The correct answer is C. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.6 b A b Euler’s rule n (E) = 6 n (F) = 3 n (V) = 5 B 4 4 H 7 C E 8 5 3D 8 8 + 7 + 4 + 4 + 5 + 3 + 8 = 39 The correct answer is A. 10 Using Euler’s formula: V=E−F+2 V = 12 − F + 2 Hence V = 6 and F = 8 The correct answer is C. G F Short answer 11 a V = {A, B, C, D, E, F, G, H} E = {(A, B) , (A, C) , (A, G) , (A, H) , (B, C) , (B, D) , (B, E) , (D, E) , (E, F) , (F, G) , (G, H)} b A B C D A ⎡ 0 1 1 0 ⎢ B ⎢ 1 0 1 1 C ⎢ 1 1 0 0 ⎢ D ⎢ 0 1 0 0 E ⎢ 0 1 0 1 ⎢ F ⎢ 0 0 0 0 ⎢ G ⎢ 1 0 0 0 H ⎣ 1 0 0 0 12 A B 183 E 0 1 0 1 0 1 0 0 F 0 0 0 0 1 0 1 0 G 0 0 0 0 0 1 0 1 H 1 ⎤ ⎥ 0 ⎥ 0 ⎥ ⎥ 0 ⎥ 0 ⎥ ⎥ 0 ⎥ ⎥ 1 ⎥ 0 ⎦ V=E−F+2 V=6−3+2 V=5 14 a Euler circuit = A–B–C–D–B–F–D–E–F–A b Hamiltonian cycle = A–B–C–D–E–F–A or A–F–E–D–C–B–A 15 a Shiva Paul Matt Carlo Kevin Shiva ⎡ 0 2 1 0 1 ⎤ ⎢ ⎥ Paul ⎢ 2 0 0 1 1 ⎥ Matt ⎢ 1 0 0 1 1 ⎥ ⎢ ⎥ Carlo ⎢ 0 1 1 0 1 ⎥ Kevin ⎣ 1 1 1 1 0 ⎦ b Shiva Paul Kevin Matt c Carlo Shiva Paul Kevin Matt Carlo d So they could start and finish at the same house. e M–C–P–S–M–K–P–S–K–C–M 16 2 3 D 9 4 E C 8 5 1 Degree (A) = 2 Degree (B) = 4 Degree (C) = 3 Degree (D) = 2 Degree (E) = 3 Degree (F) = 2 Total = 16 13 a Network 6 F 17 E 44 21 27 D E D Planar graph C D G 23 21 17 C C E 31 23 45 A B A 15 B B A 7 Hamiltonian paths — visit each vertex once, with different start/finish point. 1–2–3–4–5–6–7–8–9 15 13 H F 12 J 19 23 K 18 11 L 15 + 23 + 21 + 12 + 44 + 27 + 15 + 13 + 18 + 11 = 199 km Extended response 18 a Loops are indicated by vertices of degree 2, between the same vertex. ∴ There is one loop. b Multiple edges are values greater than 1 between different vertices. (A, D), (A, D), (A, D) ∴ There are 3 multiple edges between vertices A and D. c To find the degree of a vertex, add up the row or column of the matrix. P df_Fol i o: 183 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 184 TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.6 Degree (A) = 2 + 0 + 1 + 3 + 1 + 0 =7 d Several possibilities; for example: d Degree (D) = 3 + 1 + 1 + 0 + 0 + 1 =6 e A C F B M E W G e F S C C S F B D f Answers will vary. A possible tree is: B A M Total distance = 510 km This is of little use because they need to start and finish in Melbourne, and flight paths would backtrack. W G E F f D 19 a Planar graph E1 OT K E2 E4 F L PT G E3 b To create an Euler circuit, all vertices must be even, so join the flowerbeds to the lake with a path. Path∶ E2–K–L–F–K–E1–OT–E4–L–E3–E4–G–E3–PT–F–E2 c E1 55 K 50 OT 40 50 E4 40 G 45 90 65 L 135 65 E2 35 F 40 PT d Shortest path connecting all the vertices ⇒ minimum spanning tree 40 + 50 + 40 + 55 + 45 + 50 + 35 + 40 + 45 = 400 m 105 OT 40 50 E4 40 G E3 45 E1 55 K 50 45 65 90 L 135 65 110 45 E3 E2 35 F 40 PT e E2–K–L–E4 = 50 + 45 + 90 = 185 m 20 a V = 7, E = 11, F = 6; so, 7 = 11 − 6 + 2 b M G B C S F W M ⎡0 1 1 0 1 0 0 ⎤ ⎢ ⎥ G ⎢1 0 1 0 0 0 1 ⎥ B ⎢1 1 0 1 1 0 0 ⎥ ⎢ ⎥ C ⎢0 0 1 0 1 0 0 ⎥ S ⎢1 0 1 1 0 1 1 ⎥ ⎢ ⎥ F ⎢0 0 0 0 1 0 1 ⎥ W ⎣0 1 0 0 1 1 0 ⎦ c This is a Hamiltonian cycle. M–G–W–F–S–C–B–M and M–B–C–S–F–W–G–M G B M C S W F 240 G × 80 70 185 B 80 × 95 65 100 170 M 70 95 × 85 170 C 85 S 65 100 85 85 × 145 85 × 85 140 125 W 140 0 F 145 × 125 85 125 × Therefore, the shortest distance between Geelong and Mansfield is 240 km. 9.6 Exam questions 1 a Shortest distance is G − O − N − M for 86 km [1 mark] b George will pass through K twice (G − H − I − K − L − K − J − O − N − M) [1 mark] 2 a Emerson has played cricket with only ONE other player (i.e. there is only one edge connecting Emerson). [1 mark] b Cameron and Dale (edges joining both these players to Alex and Bo) [1 mark] c Alex Bo Finn Emerson Dale P df_Fol i o: 184 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Cameron [1 mark] TOPIC 9 Undirected graphs, networks and trees • EXERCISE 9.6 3 a Shortest distance = 0.6 + 1.2 + 0.6 + 0.8 = 3.2 kilometers. [1 mark] b i Eulerian trail [1 mark] ii Eulerian trails start and finish at vertices with an odd degree. The training program starts at S, with a degree of 3, and will finish at P, also with a degree of 3. [1 mark] c This track is between exercise station S and exercise station T. [1 mark] 1.8 M T S 1.5 N 1.2 1.0 0.7 0.9 U R 0.8 0.8 1.2 0.6 1.2 Q 0.8 V O 0.4 1.4 P 4 a The office [1 mark] b i Hamiltonian cycle [1 mark] A few responses erroneously named the route as a path or circuit. ii One possibility: office library science laboratories computer rooms mathematics classrooms gymnasium [1 mark] 5 Isomorphic means the equivalent number of vertices and edges. Graph 1 has four vertices and five edges, while Graph 2 has five vertices and six edges. Therefore, Graphs 1 and 2 are not isomorphic The correct answer is A. P df_Fol i o: 185 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition 185 TOPIC 10 Directed graphs and network flow • 10.2 186 Topic 10 — Directed graphs and network flow Activity G has E and F as immediate predecessors. 10.2 Precedence tables and activity networks D E G F 10.2 Exercise 4 19 Activity letter Immediate predecessor M, 5 N O P — N O, T Q P R S T — N S, Y 11 U O, T b Earliest completion time is 30 minutes. c With an earliest completion time of 30 minutes: A–B–L–M–N A–B = 9 + 6 = 15 minutes, compared to E–J = 5 + 4 = 9 minutes So a difference of 15 − 9 = 6 The maximum time that path J can be delayed is by 6 minutes. 2 a The earliest completion time is 147 days. V W X Y Z O, T V Y R U, X 1 a 9 15 B, 6 A, 9 C, 4 D, 10 L, 6 J, 4 K, 8 E, 5 0 5 F, 6 G, 4 21 30 26 N, 4 H, 10 First edges N and R have no immediate predecessors. N R 64 N is a predecessor for activity O and S. N K, 25 F, 23 O D, 22 B, 13 41 19 G, 20 R 114 Q, 32 P, 29 R, 30 147 L, 27 A, 6 0 N, 26 6 C, 11 H, 19 61 34 J, 21 88 S R is a predecessor for activity Y. N O R E, 17 17 S Y 117 M, 24 55 Y is a predecessor for activity X, S and Y are predecessors for activity T. N b With an earliest completion time of 147: A–B–D–G–L–P–R G–L–P–R = 20 + 27 + 29 + 30 = 106 days F–K–Q = 23 + 25 + 32 = 80 days So a difference of 106 − 80 = 26 K can be delayed by 26 days. 3 Activity letter Immediate predecessor D E F G — D D E, F Activity D has no predecessor and is the first edge. D O S T R X Y O and T are predecessors for activities P, U and V. N P O V S T R U X Y P is a predecessor for activity Q, V is a predecessor for activity W. N O S R P T U V W Q Y X Z Activity E and F have D as an immediate predecessor. D P df_Fol i o: 186 E F Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.2 b For tasks that can be delayed, identify sections of the network where there is a choice. 5 A, 7 187 C, 12 D, 8 B, 2 F, 9 C, 5 B, 9 D, 9 E, 4 a A Activity A is an immediate predecessor of F. — False, A is a predecessor of C. B Activity D is an immediate predecessor of F. — True. C Activity F must be done before activity D. — False, F must be done after D. D Activity F must be done before activity E. — False. E Activity D is an immediate predecessor of E. — No, the two can occur simultaneously. The correct answer is B. b Minimum time to complete all activities follows path A–C–F = 7 + 12 + 9 = 28 minutes The correct answer is D. c The critical path for the network is A–C–F. d Working backwards to find predecessors: C and D are predecessors of F. and F, 4 E, 6 G, 8 B–C = 2 + 5 = 7 mins D = 9 mins ∴ B and C can be delayed. E–F = 6 + 4 = 10 mins G = 8 mins H = 11 mins ∴ E, F, and G can be delayed. H, 11 7 a B, 4 C, 5 F, 8 C, 5 F, 8 Select maximum value: 5 + 8 = 13 The correct answer is E. C F b D B is a predecessor of E and D. 13 + 5 = 18 The correct answer is D. c The earliest completion time for all tasks is: D B E A is a predecessor of C. 5 A 9 C 27 0 A and B have no predecessors. 13 18 A 5 B Activity letter Immediate predecessor Time A B C D E F — — A B B C, D 7 9 12 8 4 9 6 a For the earliest completion time, fill in triangles with maximum time to each vertex/node. 5 B, 2 A, 3 Calculate the time values for the paths to the last vertex. A–D–G = 3 + 6 + 18 = 27 B–E–H = 4 + 5 + 8 = 17 B–E–J = 4 + 5 + 6 = 15 C–F–E–H = 5 + 8 + 5 + 8 = 26 C–F–E–J = 24 The earliest completion time is: A–D–G = 3 + 6 + 18 = 27 minutes. The correct answer is A. d Working backwards to find predecessors: E is a predecessor of H and J. E H 18 J C, 5 3 E, 6 F, 4 D is a predecessor of G. D G, 8 D, 11 12 23 G H, 11 The earliest completion time is 23 minutes. B and F are predecessors of E. P df_Fol i o: 187 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 188 TOPIC 10 Directed graphs and network flow • 10.2 D E F C is a predecessor of F. C 35–G = 35 + 6 = 41 35–G–J = 41 + 11 = 52 41 F G A is a predecessor of D. L D H A 35–G–L = 35 + 6 + 8 = 49 *Take maximum value 35–H = 35 + 10 = 45 35 A, B and C have no predecessors. Activity letter Immediate predecessor Time A B C D E — — — A B, F 3 4 5 6 5 F G H J C D E E 8 18 8 6 e i Critical path – follows activities that cannot be delayed. The path that takes the largest time is A–D–G = 3 + 6 + 18 = 27 minutes ii and iii Float time is the maximum time that an activity can be delayed without delaying a subsequent activity on the critical path. Activity B can be delayed 10 minutes, activity C can be delayed 1 minute, activity E can be delayed 1 minute, activity F can be delayed 1 minute, activity H can be delayed 1 minute and activity J can be delayed 3 minutes. 8 a A A–B = 10 + 15 = 25 A–C = 10 + 12 = 22 0 10 49 52 K M 52–K = 52 + 9 = 61 49–M = 49 + 7 = 56 *Take maximum value Final outcome: 49 61 25 41 52 J, 11 D, 8 B, 15 A, 10 0 C, 12 10 G, 6 M, 7 H, 10 E, 10 22 35 49 F, 25 b The earliest completion time for the project: A–F–G–J–K = 10 + 25 + 6 + 11 + 9 = 61 minutes c Working backwards to find predecessors: H and L are predecessors of M. 25 L D B A C H E M J is a predecessor of K. 0 10 22 A–B–D = 25 + 8 = 33 A–C–E = 22 + 10 = 32 A–F = 10 + 25 = 35 *Take maximum value J 35 F 41 J 52 K G is a predecessor of J and L. J G K, 9 L, 8 L G 35 P df_Fol i o: 188 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 61 TOPIC 10 Directed graphs and network flow • EXERCISE 10.2 b D, E and F are predecessors of G and H. D G E Activity letter Immediate predecessor A — B A C A D C E B H F B is a predecessor of D. B D F B E G F A is a predecessor of B, C and F. H D, E, G I J, H J D, E, G C is a predecessor of E. C B A C First edge A has no predecessor. F A has no predecessor. A Activity letter Immediate predecessor Time A — 10 B A 15 C A 12 D B 8 E C 10 F A 25 G D, E, F 6 H D, E, F 10 J G 11 K J 9 L G 8 M H, L 7 d i Critical path = longest path A–F–G–J–K = 10 + 25 + 6 + 11 + 9 = 61 minutes ii Activities which have float times are not on the critical path. These are therefore B, C, D, E, H, L and M. 9 a Activity letter Immediate predecessor A B C — — A Activity A and B have no predecessor, so they become the first edge. A is a predecessor for activities B and C. C A B B is a predecessor for E and F. C A E B F C is a predecessor for activity D. D E C A B F F is a predecessor for activity G. D C A E B F G D, E and G are predecessors for activities H and J. D C A E H B G F F J H and J are predecessors for activity I. D C B A J E B A F F G H Activity C has A as an immediate predecessor. B A C P df_Fol i o: 189 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual I 189 190 TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 10 a First edge A has no predecessor. A is a predecessor for B and D. D is a predecessor for E. Forward and backward scanning through the activity network results in the following information. The earliest starting time for activity N is 12 hours after the start of the project. Alternatively, look for the longest path to the start of activity N. The correct answer is D. VCAA Examination Report note: The critical path analysis in Question 4 involved standard forward-scanning calculations. While there was some complexity of the activity network, students should be able to apply standard routine calculations to graphs such as this with care. 3 I and J have immediate predecessors. The correct answer is C. A B A D B A E D E is a predecessor for F. B and E are predecessors for C. F B A 10.3 Critical path analysis with backward scanning and crashing C E D C and F are predecessors for G. 10.3 Exercise F B 1 G A E D A, 3 C C, 7 D, 6 E, 2 G is a predecessor for H. B, 20 G, 10 A, 2 H, 12 E, 3 3 b Minimum time in which all tasks could be completed follow the path: A–B–F–G–H = 2 + 20 + 5 + 10 + 12 = 49 minutes A, 3 C, 7 D, 6 13 E, 2 6 B, 4 4 10.2 Exam questions 3 C = 3 + 7 = 10 6 E=6+2=8 7 G = 7 + 6 = 13* Take maximum value G, 6 F, 3 7 (4 + 3) 1 Minimum completion time = 7 + 4 + 3 + 3 + 5 = 22 The correct answer is E 2 Activity EST LST Float A B C D E F G H I J K L M N O F, 3 Forward scanning: C, 4 D, 5 G, 6 B, 4 F, 5 0 0 0 4 4 4 4 10 7 7 10 10 13 12 15 1 2 0 6 9 4 5 10 8 8 12 11 13 13 16 1 2 0 2 5 0 1 0 1 1 2 1 0 1 1 Backward scanning: 3 6 (13 – 7) C, 7 A, 3 0 0 6 A=6–3=3 11 D = 11 – 6 = 5 *4 B=4–4=0 Take minimum value D, 6 13 13 E, 2 6 11 B, 4 (13 – 2) F, 3 4 4 Critical path = B–F–G Float time for the non-critical activities: A : 3 hours C : 3 hours D : 5 hours E : 5 hours (7 – 3) 7 7 (13 – 6) P df_Fol i o: 190 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual G, 6 TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 2 a Enter 10 for the last node. Enter 8 for the next node before activity J. Enter 7 for the node before activity H. Enter either 8 − 2 (path J, K) or 8 − 1 − 1.5 (path H, G) for the node before activities G, K. Reject the path J, K. Enter 5.5 − 2.5 = 3 for the node before activity F. Enter 5.5 − 1 = 4.5 for the node before activity C. Enter 4.5 − 2 = 2.5 for the node before activity B. Complete by entering 0 at the start node. 1 2.5 3 b First edge A (no predecessor): A, 12 A is a predecessor of B and C. B, 35 A, 12 C, 16 B is a predecessor of D. C is a predecessor of E and F. 7 7 B, 2 4.5 B, 35 H, 1 C, 1 A, 1 F, 2.5 D, 3 4 5.5 3.5 K, 2 7.5 8 8 5.5 6 D, 20 A, 12 G, 1.5 E, 3.5 0 0 191 E, 12 C, 16 J, 2 10 10 F, 5 D and E are predecessors of G. 3 3 B, 35 A B C D E F G — A A B C C D, E D, 20 A, 12 The critical path is where triangle number = box number: D–F–G–H–J. b Float times for non-critical activities: Float (K) = 8 − 5.5 − 2 = 0.5 hours Float (C) = 5.5 − 3 − 1 = 1.5 hours Float (B) = 4.5 − 1 − 2 = 1.5 hours Float (A) = 2.5 − 0 − 1 = 1.5 hours Float (E) = 5.5 − 0 − 3.5 = 2 hours 3 a Activity letter Immediate predecessor Time E, 12 G, 18 C, 16 F, 5 c See the figure at the foot of the page.* The earliest completion time is 85 minutes. d Critical path = A–B–D–G 4 Activities with float time are not on the critical path. These activities would be C, E and F. The answer is C. 12 35 16 20 12 5 18 *3 c 12 + 35 47 47 (67 – 20) 47 55 (0 + 12) B = 47 – 35 = 12 *Take min value 12 C = 55 – 16 = 39 12 A, 12 67 67 D, 20 B, 35 47 28 D = 47 + 20 = 67 *Take max value E = 28 + 12 = 40 (85 – 18) G, 18 0 0 C, 16 (12 – 12) (12 + 16) 28 55 E, 12 F, 5 85 85 67 28 G = 67 + 18 = 85 *Take max value F = 28 + 5 = 33 P df_Fol i o: 191 67 85 E = 67 – 12 = 55 *Take min value F = 85 – 5 = 80 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 192 TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 5 C, 4 B A, 12 F D and E are predecessors of J. E, 3 D B, 9 J E D, 11 M and G are predecessors of L. Forward scanning: (12 + 4) 12 16 C, 4 L G A, 12 E, 3 0 16 E = 16 + 3 = 19 9 D = 9 + 11 = 20 *Take maximum value 20 B, 9 D, 11 9 M H is a predecessor of M. H M Backward scanning: (17 – 4) 12 13 C, 4 16 17 (26 – 3) C is a predecessor of G and H. C E, 3 A, 12 G 0 0 13 – 12 = 1 9–9=0 B, 9 D, 11 20 20 H B is a predecessor of E and F. Take maximum value* 9 9 (20 – 11) E Critical path is B–D. Float times for the non-critical activities: A: 1 minute C: 1 minute E: 1 minute 6 a B, 11 F, 6 D, 3 A, 7 C, 4 G, 8 E, 12 Earliest completion time = 31 days b Critical path, from the network, where the ‘triangle’ numbers are equal to the ‘box’ numbers. A–C–E–G c If activity E is reduced to 9 days, the A–C–E–G path is reduced to 28 days, which is still greater than the other possible path (A–B–D–F). d Float time for activity D = 25 − 18 − 3 = 4 days The correct answer is D. 7 a J, K and L are predecessors of N. B F A is a predecessor of D. D A A, B and C have no predecessors. Activity letter Immediate predecessor Time A B C D E F G H J — — — A B B C C D, E 3 4 6 7 8 5 12 2 11 K L F G, M 10 3 M N H J, K, L 9 6 J N K L F is a predecessor of K. P df_Fol i o: 192 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 C b and c D, 7 A A, 3 E, 8 F, 5 B, 4 D J, 11 N, 6 K, 10 E B L, 3 C, 6 G, 12 H, 2 C is a predecessor of F. D and E are predecessors of G. M, 9 C The earliest completion time is 29 minutes. The critical path is B–E–J–N. (Where the ‘triangle’ numbers are equal to the ‘box’ numbers.) d Non-critical activities are: A, C, D, F, G, H, K, L and M. Float times are: A∶ 5 − 0 − 3 = 2 C∶ 8 − 0 − 6 = 2 D∶ 12 − 3 − 7 = 2 F∶ 13 − 4 − 5 = 4 G∶ 20 − 6 − 12 = 2 H∶ 11 − 6 − 2 = 3 K∶ 23 − 9 − 10 = 4 L∶ 23 − 18 − 3 = 2 M∶ 20 − 8 − 9 = 3 8 a A and B are first edges and have no predecessors. A D B A A, 5 B, 3 C, 4 9 11 D, 7 3 8 B C E F J D B B is a predecessor of E. (0 + 5) (5 + 4) 5 5 9 11 20 20 (20 – 9) C, 4 F, 9 D, 7 H, 3 E, 4 G, 5 (0 + 3) P df_Fol i o: 193 J G E, 4 12 12 F, 9 20 20 H, 3 G, 5 K, 4 J, 6 17 17 24 24 b See the figure at the foot of the page.* Earliest completion time = 24 hours c Critical path A–D–G–H–K d Activity letter Time EST EFT A 5 – A = 0* 8–B=5 E 5 5 C 0 0 H F and H are predecessors of K. A is a predecessor of C and D. B, 3 F D B B A, 5 G C 0 0 11 – C = 7 12 – D = 5* E G is a predecessor of H and J. A *8b F 3 4 4 9 6 0 5 3 9 17 Float time 8 11 12 20 24 9 + F = 18 17 + H = 20* (24 – 4) = 20 K, 4 J, 6 (12 + 5) 12 12 3 8 17 17 20 – H = 17* 24 – J = 18 24 24 20 + K = 24* 17 + J = 23 (12 – 4) (17 – 5) 5 3 D = 12* E=7 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 5 2 5 2 1 193 TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 194 9 G G' F B A E 12 D' D 10 H C Activity letter Immediate predecessor — — A B B, C 3 5 7 7 1 F D, E 2 D, 1100 E, 400 A, 1000 Time (h) A B C D E ii Backward scanning shows that the critical path is A–C–D–F. iii Float times for non-critical activities: Float (E) = 27 − 15 − 7 = 5 minutes Float (B) = 7 − 0 − 6 = 1 minute B, 600 F, 100 G, 600 C, 800 13 a H, 1600 B', 0 Activity letter Immediate predecessor Time (h) A B C D E F G H J — — A A B C D E E, F, G 11 9 2 5 12 3 3 4 7 A and B are first edges and have no predecessors. A B A is a predecessor of C. B is a predecessor of D and E. C is also a predecessor of E. (To skip a parallel edge use dummy edge B.) C A A and B are first edges and have no predecessors. A B C A B B′ A is a predecessor of C and D. B is a predecessor of E. B C D D and E are predecessors of F. A D C, 7 A, 3 B E, 1 B', 0 B, 5 D, 7 C is a predecessor of F. D is a predecessor of G. F, 2 11 a Create dummy activities B′, E′, since C has both A and B as immediate predecessors and F has both D and E as immediate predecessors. Alternatively, A could have a dummy activity instead of B, and D could have a dummy activity instead of E. A, 7 B, 6 b C, 8 B', 0 E F, 9 D, 12 E, 7 F C A G D B E E is a predecessor of H and J. F and G are predecessors of J, as well as E, F, G–J, but E also needs –H; use a dummy edge E′. E', 0 i Forward scanning shows that the earliest completion time is 36 minutes. A, 7 0 0 7 7 C, 8 B′, 0 B, 6 6 7 15 15 D, 12 27 27 F, 9 36 36 E′, 0 E, 7 22 27 P df_Fol i o: 194 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 15 a and b See the figure at the foot of the page.* Earliest completion time = 35 days Critical path = C–F–J–M–Q See the figure at the foot of the page.* Forward/backward scanning b Earliest completion time = 28 hours c Critical path = B–E–E′–J d Activity letter Time EST A C D F G H 14 11 2 5 3 3 4 0 11 11 13 16 21 H K EFT Float time 13 18 18 21 21 28 2 5 2 5 2 3 c Float time for activity X = EFT − EST − time = 16 − 10 − 3 = 3 days d When J is reduced by 2 days to 5 days, the earliest completion time is reduced to 34 days. The new critical path becomes C–F–H–P. J is no longer a critical activity. 16 a LST for J = 29 − 8 = 21 So, LST for I = 17 So, activity time I = 24 − 17 = 7 LST for G = 24 − 4 = 20 LST for D′ = 17 − 0 = 17 So, LFT for D and E = 17 D C A B E E' G G' J *14a (11 + 2) 13 18 (21 – 3) (11 + 5) (0 + 11) C, 2 11 13 18 – D = 13* 18 – C = 16 F, 3 16 18 21 21 13 + F = 16 16 + G = 19 21 + E′ = 21* (21 – 3) D, 5 G, 3 A, 11 B, 9 E, 12 0 0 13 – A = 2 9 – B = 0* J, 7 Eʹ, 0 H, 4 (0 + 9) (9 + 12) 9 9 21 21 28 28 (21 – 12) 28 – J = 21* 28 – H = 24 (0 + B) 4+E=9 10 + X = 13* 21 + J = 28 21 + H = 25 *15a and b 4 11 13 16 (16 – E) E, 5 (25 – G) (0 + C) B, 4 10 10 X, 3 (35 – P) 19 – F = 10* 16 – X = 13 0 0 H, 5 F, 9 A, 15 J, 7 (11 + J) (0 + A) D, 3 C, 10 11 – B = 7 10 – C = 0* 16 – A = 1 15 16 (19 – 3) 10 + F = 19* 15 + D = 18 P df_Fol i o: 195 13 + G = 22 19 + H = 24* 24 25 G, 9 19 19 26 26 P, 10 N, 6 M, 4 35 35 24 + P = 34 26 + N = 32 30 + Q = 35* Q, 5 K, 5 (19 + K) L, 3 24 27 30 30 26 + M = 30* 19 + H = 22 (35 – Q) (30 – L) 25 – H = 20 26 – J = 19* 32 – K = 22 195 30 – M = 26* 35 – N = 29 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 196 TOPIC 10 Directed graphs and network flow • EXERCISE 10.3 LST for E = 17 − 1 = 16 So, LST for F = 15 So, activity time F = 24 − 15 = 9 LST for A and B = 0 10 10 C, 7 0 0 I, 7 E, 1 K, 5 B, 8 S 29 29 24 24 F, 9 b Critical path = A–C–I–K c Float time for F = 24 − 8 − 9 = 7 17 a Activity time for K = 44 − 38 = 6 LST for D = 25 − 9 = 16 LST for B′ = 16 LST for F = 38 − 16 = 22 So, LST for E = 14 So, activity time E = 25 − 14 = 11 LST for H = 30 − 18 = 12 LST for G = 38 − 20 = 18 So, LFT for A = 12 G, 20 A, 12 0 0 B, 10 10 14 B', 0 C, 15 D, 4 S C5 H3 9 9 F2 4 7 I5 14 14 F D4 44 44 5 5 D, 9 24 b Critical path = A–H—I—K c Float time for F = 38 − 10 − 16 = 12 18 a Immediate predecessors of C and F are A, C and D respectively. EST for G = 3 hours EST for K = 3 + 2 + 9 = 14 hours b EST for J = 17 and EST for F = 9 So, activity time X = 17 − 9 = 8 hours 25 10.3 Exam questions 1 When forward scanning is done, the latest start time of activity J is 11 (as the minimum completion time is 18 hours). To not affect the completion time, x must be a value less than 3 – i.e. 8 + x = 11, so x = 11 − 8 = 3. See image bottom of the page* The correct answer is B. F, 3 C, 4 A, 5 D, 4 8 11 G6 B3 K, 6 J, 13 15 16 2 5 0 0 38 38 F a 5 weeks b Minimum time is 15 weeks. c Critical path is A–E–F–I. d Slack time is 12 − 9 = 3 weeks. e Stages along the critical path can be shortened: A–E–F–I (from the critical path). f After stages A and F are reduced to 2 weeks, the new critical path will be C–D–I with a minimum time for completion of 14 weeks. I, 8 E, 11 15 15 10 10 A2 F, 16 I, 5 5 6 30 30 H, 18 H, 3 F, 5 C, 5 8 15 12 12 5 5 B, 3 0 0 9 12 G, 6 E, 2 A, 3 J, 8 D', 0 G, 4 16 17 3 3 17 17 D, 6 A, 10 19 d Earliest completion time = 22 LST for K = 22 − 7 = 15 LST for H = 15 − 9 = 6 hours after start G, 8 X, 8 I, 4 J, 5 B, 3 E, 2 K, 7 c Critical path = A–C–X–J H, 9 *1 9 D, 6 3 11 H, 2 A, 3 0 Start 8 B, 5 F, 1 Finish 11 11 C, 4 J, 7 E, x 18 I, 4 11 P df_Fol i o: 196 4 G, 3 7 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.4 2 Minimum = 200 G 200 D F H I B Finish D1 T Minimum = 200 100 A Start 100 S E 100 C T The correct answer is B. VCAA Examination Report note: Students could have answered the question without sketching the entire network. 3 Start by completing forwards and backwards scanning. See the Image bottom of the page* Float time = Latest Starting Time – Earliest Starting Time – Duration of Activity. The activities with a float time of 10 hours are: G∶ 19 − 6 − 3 = 10 I∶ 29 − 12 − 7 = 10 N∶ 31 − 19 − 2 = 10 Therefore, there are three activities with a float time of 10 hours. The correct answer is D. U 50 100 Minimum = 150 i ∴ Flow capacity = 150 ii This does meet the demand as V requires 150. c 250 200 R T V d Flow capacity 250 200 R S 250 50 100 From To Flow capacity R S T T U S T U V V 250 200 100 100 50 200 250 T (Minimum = 100) Total flow capacity = 150 2 a 100 T U 50 100 V Flow capacity 250 R To F G H J H J K K Flow capacity 8 8 5 3 2 6 8 8 200 9 9 E, 3 B, 4 A, 5 0 0 From E E G G F F J H S *3 start 50 V U 200 U 100 V S 100 T 50 250 50 (Minimum = 50) 100 S R U V 100 b T 100 10.4 Exercise R 50 100 T 250 U 100 10.4 Flow problems 1 a 100 S D, 1 6 10 5 5 C, 7 12 12 J, 6 F, 8 G, 3 P df_Fol i o: 197 12 15 I, 7 H, 4 18 18 K, 6 29 29 39 41 N, 2 P, 8 R, 1 M, 5 O, 7 finish 31 31 Q, 11 42 S, 9 42 51 51 L, 5 19 19 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 197 TOPIC 10 Directed graphs and network flow • EXERCISE 10.4 198 3 G 8 ii J E From M M N N Q O R 8 6 K 5 8 8 F H 2 b 3 G 8 J 8 6 E K 5 To N Q O R R P P 8 8 F 15 H 2 E M 5 20 Q 6 200 Minimum = 16 C 8 Minimum = 15 K 7 H i ∴ Flow capacity = 15 ii No, this does not meet the demand as K requires 16. 2 B A 50 200 meets C demand of 200 C 250 so D can only have 250 i ∴ Flow capacity = 250 This doesn’t meet the demand as E requires 300. ii 15 12 O N 20 5 M 3 G J 10 F Flow capacity: 8 N 15 H 20 5 2 d Flow capacity Total flow capacity = 15 15 + 10 (E−K) = 25 3 a i From To A B A C B C C D D E M 20 Flow capacity 100 200 50 250 300 100 A B Q Q R 250 12 Minimum = 24 10 15 12 ∴ Flow capacity = 24 This does meet the demand as P requires 24. N O P 100 A D P 5 c i 50 10 Minimum = 30 200 C 12 R K 5 P 10 20 Q 8 6 8 E 300 Flow capacity: G 6 D 250 3 E R B 2 8 10 50 F c 12 100 A 8 5 P 5 3 G b 12 O N 20 Flow capacity 8 Flow capacity 20 20 15 5 10 12 12 B 100 E 50 300 200 C ii 20 300 12 O N P 5 5 M 20 Q E D 250 15 12 10 R P df_Fol i o: 198 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.4 d i Flow capacity: b Edge capacity flowing out of B is 3. 100 B A B 3 50 C c The outflow from B is the minimum of a and b, so 3. C 6 i a 3 2 A B 5 A 250 4 C E 2 100 A 3 B 50 E (Minimum = 50) C D To Flow capacity A A A B C C D D B C D E B E C E 4 5 3 3 2 4 2 6 (Minimum = 250) Total flow capacity = 300 ii Flow capacity 250 15 12 O N P (Minimum = 12, excess 3) 6 D From E 250 20 B 4 50 200 M M N b P 5 A 12 Q R (Minimum = 12, excess 3) 3 Flow capacity A A A B B C C D B C D E C E D E 4 5 3 3 2 4 2 6 B 16 A D 27 c 34 A 3 B 16 c The outflow from B is the minimum of a and b, so 16. 5 B 4 3 2 5 A C 4 2 E a The inflow of B is 4 + 2 = 6. 3 D 6 E 6 2 D 7 b Edge capacity flowing out of B is 16. 3 5 B 23 B 4 C a The inflow of B is 23. 6 D To 5 23 E From P (Minimum = 5) Total flow capacity = 29 4 4 C 2 10 N 3 2 5 20 B 4 8 C From To Flow capacity A A A A B C D D B C D E E E B E 4 7 3 5 3 8 2 6 B 4 2 P df_Fol i o: 199 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 199 200 TOPIC 10 Directed graphs and network flow • EXERCISE 10.4 5 d B 4 5 A E E 6 2 12 7 (Minimum = 5) A 3 B 4 D 4 2 (Minimum = 3) Not required A 7 C 3 8 F From To Flow capacity A A A A C D D D F B C D E F B E F E 4 7 12 5 7 2 6 4 8 E A E 2 3 4 (Minimum = 3) Total flow capacity = 18 D d 5 (Minimum = 5) A E B 4 3 2 (Minimum = 3) A ii a 2 5 4 A B C (5, but 2 → B ⇒ 4) 6 D 4 A (Minimum = 6 to E and D) F 2 6 (3, but 2 → C ⇒ 1) D A F 7 7 C B 3 4 (3) but A → B doesn’t use all 6, so extra 2 from C not required ∴ extra 2 from D is not required. B→3 C→4 D→3 Flow capacity is 10. 5 E (Minimum = 8) Total flow capacity = 22 7 Considering outflow at A and inflow at H, the largest possible flow is 130. Cut 4 C 3 (Minimum flow = 3) E A E 6 3 (Minimum flow = 3) Total flow capacity = 4 + 3 + 3 = 10 D A E 8 7 (Minimum = 7) C 50 E A Cut 3 60 30 130 130 B G H 70 50 D B A F 70 (Minimum flow = 4) Capacity is met on this flow, so flow from B and C not required. C 4 P df_Fol i o: 200 7 4 A c 8 4 2 A b E 2 12 2 3 E F 40 Cut 2 Cut 1 Note that cut 4 is in fact not a cut as it fails to stop all flow. Some possible cuts are: Cut 1 = 70 + 40 = 110 Cut 2 = 50 + 30 + 40 = 120 Cut 3 = 60 + 70 = 130 Any other cut is more than 110. Minimum cut = maximum flow = 110 8 a Cut 2 is invalid as it does not stop all flow from A to E. b Cut 1 = 9 + 7 + 12 = 28 Cut 3 = 4 + 4 + 7 + 5 + 8 = 28 Cut 4 = 4 + 4 + 7 + 12 = 27 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 c b B 12 7 A 8 5 12 D 4 9 E 4 Minimum cut is 4 + 12 + 8 = 24. Therefore the maximum flow is 24. C 9 a i There would be a traffic jam because inflow > outflow. Node E can only handle (80 + 50) = 130. ii At node H, the traffic should flow smoothly as the inflow (100) is less than the capacity of flows leading from H. (50 + 30 + 60 = 140) iii 40 B I A 10 N 75 11 P 25 55 b Maximum flow = 71 (35 + 11 + 25) 10 a Q O 120 C E G H 30 100 150 80 45 Freeway 60 75 Freeway 50 F J 50 K 60 As node H has the potential to carry another 40 cars, join a road between E and H. Need to ensure capacity through the whole network is 140 (input at node A has a capacity of 140). E−G−H has a maximum of 100, so add an edge from E to H to add capacity of 40 to meet demand. R 35 25 50 D 20 40 20 M 45 45 Q 35 201 60 60 95 M 110 N P 145 10.4 Exam questions R 25 25 45 100 b Maximum flow = 240 (60 + 110 + 25 + 45) 11 a Cut 4 is invalid since it does not stop all flow from A to G. b Cut 1 = 6 + 9 + 10 = 25 Cut 2 = 5 + 8 + 13 = 26 Cut 3 = 11 + 13 = 24 Cut 5 = 10 + 7 + 5 + 8 + 6 + 6 = 42 c Minimum cut = maximum flow = 11 + 5 + 4 = 20 12 a i Q O 12 1 13 M 14 11 N P 10 R 2 1 12 ii Maximum flow = 31 (12 + 1 + 10 + 8) b i Q 8 12 8 1 Maximum flow is 33 L/min. Cuts B, C and D have the same capacity as the maximum flow. The correct answer is C. 2 The flow must be heading towards the sink. 3 + 6 + 5 = 14 The correct answer is C. 3 Exploring all the options for the three given values for x shows the following. When x = 1: The capacity of the minimum cut (cut B) is 24. This is not stated. When x = 2: The capacity of the minimum cut (cut B) is 25. When x = 3: The capacity of the minimum cut (cut B) is 26. This is not stated. The maximum flow is cut B if x = 2. The correct answer is B. O 10.5 Bipartite graphs and allocation problems 10.5 Exercise 7 9 M 9 N P 4 R 4 5 10 ii Maximum flow = 18 (8 + 4 + 6) 6 O 13 a B A D 20 75 I 45 45 C 50 E G H 30 100 150 80 45 Freeway 60 75 Freeway 50 F J 50 K 60 Yes, a freeway is one road from one point to another. So, we have only two freeways (DE and GH). 1 Electricity produced = supply 4000 kWh, 5000 kWh, and 6000 kWh Total = 15 000 kWh Towns supplied = demand Town A = 20% of 15 000 = 3000 kWh Town B = 25% of 15 000 = 3750 kWh Town C = 15% of 15 000 = 2250 kWh Town D = 15 000 − (3000 + 3750 + 2250) = 6000 kWh P df_Fol i o: 201 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 202 Sam Knitting Frances Jogging Mal Cooking A p1 3000 B 4000 3750 p2 S D 5000 6000 C 6 6000 p3 D 2 a s1 30 000 A s2 40 000 S B 10 000 25 000 60 000 B D 15 000 30 000 C A B C S D E D 7 B D b Based on information in question 3, ‘Brian and Chris between them have more different dishes than David and Earl’. The correct answer is D. Brian and Chris have fish, soup, beef and dessert while David and Earl have dessert, beef and fish. 4 Produces ∴ supply • produces 1000 copies per month 400 → Factory 1 600 → Factory 2 Distributed ∴ demand • Queensland = 350 Victoria = 1000 − 350 = 650 f1 X Y Z 3 0 4 0 2 1 3 3 0 A X B Y C Z W X A ⎡4 3 ⎢ B ⎢9 4 C ⎢⎢5 6 D ⎣4 8 Y 7 6 7 3 Z 3⎤ ⎥ 5⎥ 8⎥⎥ 5⎦ W X Y Z 0 0 1 5 3 2 2 0 0 1 3 2 Subtract smallest in row A = 3 in row B = 4 in row C = 5 in row D = 3 A B C D 1 5 0 1 Number of lines = number of columns A W B X C Y Q 400 350 S D 600 650 f2 Photography Z 7⎤ ⎥ 5⎥ 2⎦ Y 3 4 5 There is only 1 possible allocation: A → Y, B → X, C → Z Total time = 3 + 2 + 2 = 7 hours F C Will Number of lines = number of columns b Send 30 000 from S1 to A, 30 000 from S2 to A, 10 000 from S2 to B, 5000 from B to B, 5000 from B to C and 25 000 from C to C. (This may not be the cheapest method.) 3 a A S X A ⎡6 ⎢ B ⎢2 C ⎣3 subtracts in row A = 3 in row B = 2 in row C = 2 A C B Chess Katherine 2250 V 5 From the bipartite graph it can be said that Mal and Frances, in total, have more hobbies than Sam and Will. The correct answer is B. Allocation: D → Y, C → W, B → X, so A → Z Total time = 3 + 4 + 5 + 3 = 15 hours 8 ⎡6 9 9 4⎤ ⎢ ⎥ ⎢10 9 9 7⎥ ⎢4 9 6 3⎥⎥ ⎢ ⎣5 8 8 6⎦ D Z Row reduction P df_Fol i o: 202 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Subtract smallest in row 1 = 4 2=7 3=3 4=5 ⎡2 5 5 0 ⎤ ⎢ ⎥ ⎢3 2 2 0 ⎥ ⎢1 6 3 0 ⎥ ⎢ ⎥ ⎣0 3 3 1 ⎦ TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 Minimum total allocation = 5 + 17 + 6 + 8 = 36 10 a 3 0 3 0 0 1 Smallest uncovered number = 1 ⎡2 3 3 1 ⎤ ⎥ ⎢ ⎢4 1 1 2 ⎥ ⎢1 4 1 1 ⎥ ⎥ ⎢ ⎣1 2 2 3 ⎦ 2 2 0 3 0 0 1 0 3 0 0 0 1 1 2 23 29 17 27 9 ⎤ ⎥ 14⎥ 13⎥⎥ 8 ⎦ 14 6 14 22 Row reduction Subtract smallest number in row 1 = 5 2=6 3 = 13 4=8 ⎡0 18 9 4⎤ ⎢ ⎥ 23 0 8⎥ ⎢5 ⎢8 4 1 0⎥⎥ ⎢ ⎣12 19 14 0⎦ Column reduction Subtract smallest number in column 1 = 0 2=4 3=0 4=0 P df_Fol i o: 203 0 14 9 4 5 19 0 8 0 0 1 0 12 15 14 0 𝑍 13⎤ ⎥ 16⎥ 18⎥⎥ 24⎦ 3 1 7 0 B 0 1 2 1 C 6 0 0 5 D 2 6 0 4 W X Y Z A → Z, B → W C → X (as no other to X) ∴ D→Y Total time 15 + 13 + 13 + 20 = 61 hours b A W B X C Y D Z 4 lines are required. Minimum total allocation: 4 + 6 + 9 + 5 = 24 Solved by the Hungarian algorithm. 9 ⎡5 ⎢ ⎢11 ⎢21 ⎢ ⎣20 𝑌 20 17 13 20 A A B C D Subtract overall smallest number = 1 1 𝑋 14 16 13 26 W X Y Z 0 0 1 4 1 0 1 1 𝑊 A ⎡16 ⎢ B ⎢15 C ⎢⎢19 D ⎣22 Subtract smallest in row A = 13 in row B = 15 in row C = 13 in row D = 20 Column reduction Subtract smallest in column 1 = 0 2=2 3=2 4=0 2 3 203 11 Game Doll Truck 1 ⎡30 50 35⎤ ⎢ ⎥ 2 ⎢45 50 30⎥ 3 ⎣40 60 30⎦ Subtract smallest in row 1 = 30 row 2 = 30 row 3 = 30 Game Doll Truck 1 2 3 0 15 10 20 5 20 0 30 0 Minimum cost: 1 → G = $30 It is cheaper to buy the doll from store 2 than from store 3. ∴ 3−T Store 1 2 3 Item Game Doll Truck ∴ 30 + 50 + 30 = $110 Solved by column reduction. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 204 12 A ⎡7 ⎢ B ⎢3 C ⎣6 7⎤ ⎥ 5⎥ 5⎦ 3 3 5 Subtract smallest in row A = 3 in row B = 3 in row C = 5 A B C 4 0 0 0 4 2 Allocation. A → 3, B → 3, C → 5 ∴ 3 + 3 + 5 = 11 The correct answer is B. 13 a 1 0 0 ⎡0 ⎢ ⎢3 ⎢0 ⎢ ⎣0 𝐷1 𝐷2 𝐷3 𝐷4 𝐷5 Car 1 ⎡20 15 17 16 18⎤ ⎢ ⎥ 2 ⎢17 15 19 17 16⎥ 3 ⎢18 19 16 19 16⎥ ⎢ ⎥ 4 ⎢19 19 17 21 17⎥ 5 ⎣24 19 17 17 17⎦ Row reduction Subtract smallest in row 1 = 15 2 = 15 3 = 16 4 = 17 5 = 17 D1 D2 D3 D4 D5 Car 1 2 3 4 5 5 2 2 2 7 0 0 3 2 2 2 4 0 0 0 1 3 2 1 3 0 4 0 0 0 Column reduction Subtract smallest in column 1 = 2 2=0 3=0 4=0 5=0 𝐷1 Car 1 ⎡ 3 ⎢ 2 ⎢ 0 3 ⎢ 0 ⎢ 4 ⎢ 0 5 ⎣ 5 𝐷2 0 0 3 2 2 b Car 1 D1 Car 2 D2 Car 3 D3 Car 4 D4 𝐷3 2 4 0 0 0 𝐷4 1 2 3 4 0 D5 5 7 6 3 2 5 1 6 7⎤ ⎥ 0⎥ 3⎥⎥ 4⎦ Column reduction Subtract smallest in column 1 = 0 2=3 3=1 4=0 0 3 0 0 2 4 3 0 1 4 0 5 7 0 3 4 Minimum number of lines required = 4 Solved by column reduction. Minimum total allocation = 10 + 26 + 17 + 14 = 67 b ⎡12 ⎢ ⎢11 ⎢12 ⎢ ⎢9 ⎣14 10 11 16 10 11 11 13 13 9 11 13 12 16 11 11 11⎤ ⎥ 12⎥ 12⎥ ⎥ 9 ⎥ 11⎦ Row reduction Subtract smallest number in row 1 = 10 2 = 11 3 = 12 4=9 5 = 11 𝐷5 3 ⎤ ⎥ 1 ⎥ 0 ⎥ ⎥ 0 ⎥ 0 ⎦ c i C1 → D2, C2 → D1, C5 → D4, C3 → D3, C4 → D5 or C1 → D2, C2 → D1, C5 → D4, C4 → D3 ii Total = $82 000 Car 5 P df_Fol i o: 204 14 a ⎡10 15 12 17⎤ ⎢ ⎥ ⎢17 21 19 14⎥ ⎢16 22 17 19⎥ ⎢ ⎥ ⎣23 26 29 27⎦ Row reduction Subtract smallest in row 1 = 10 2 = 14 3 = 16 4 = 23 ⎡2 ⎢ ⎢0 ⎢0 ⎢ ⎢0 ⎣3 0 0 4 1 0 1 2 1 0 0 3 1 4 2 0 1⎤ ⎥ 1⎥ 0⎥ ⎥ 0⎥ 0⎦ Solved by row reduction. Minimum total allocation = 10 + 11 + 12 + 9 + 11 = 53 15 a J1 J2 J3 A ⎡30 40 50 ⎢ B ⎢70 30 40 C ⎢⎢60 50 60 D ⎣20 80 50 Row reduction J4 60⎤ ⎥ 70⎥ 30⎥⎥ 70⎦ Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual Subtract smallest number in row A = 30 B = 30 C = 30 D = 20 TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 𝐽1 𝐽2 𝐽3 𝐽4 𝐴 ⎡0 10 20 30⎤ ⎢ ⎥ 𝐵 ⎢40 0 10 40⎥ 𝐶 ⎢⎢30 20 30 0 ⎥⎥ 𝐷 ⎣0 60 30 50⎦ Column reduction Subtract smallest number in column J1 = 0 J2 = 0 J3 = 10 J4 = 0 A B C D J1 J2 J3 J4 0 40 30 0 10 0 20 60 10 0 20 20 30 40 0 50 b Hungarian algorithm Smallest uncovered number = 10 𝐽1 𝐽2 𝐽3 𝐽4 A ⎡10 10 10 30⎤ ⎢ ⎥ B ⎢60 10 10 50⎥ ⎢ C ⎢50 30 30 10⎥⎥ D ⎣10 60 20 50⎦ Overall smallest number = 10 𝐽1 𝐽2 𝐽3 𝐽4 A ⎡0 0 0 20⎤ ⎢ ⎥ B ⎢50 0 0 40⎥ ⎢ C ⎢40 20 20 0 ⎥⎥ D ⎣ 0 50 10 40⎦ (One possible result) A J1 B J2 C J3 J4 c D d i A → J2, B → J3, C → J4, D → J1 or A → J3, B → J2, C → J4, D → J1 ii Total = 40 + 40 + 30 + 20 = 130 minutes 16 𝐽1 𝐽2 T ⎡100 50 ⎢ U ⎢ 60 45 V ⎢⎢ 40 70 W ⎣ 70 50 Row reduction 𝐽3 35 70 50 70 𝐽4 55⎤ ⎥ 55⎥ 30⎥⎥ 70⎦ 205 Subtract smallest in row T = 35 U = 45 V = 30 W = 50 𝐽1 T ⎡65 ⎢ U ⎢15 V ⎢⎢10 W ⎣20 𝐽2 𝐽3 15 0 0 25 40 20 0 20 𝐽4 20⎤ ⎥ 10⎥ 0 ⎥⎥ 20⎦ Column reduction Subtract smallest number from column 1 = 10 2=0 3=0 4=0 T U V W J1 J2 J3 J4 55 5 0 10 15 0 40 0 0 25 20 20 20 10 0 20 Hungarian algorithm Smallest uncovered number = 5 𝐽1 𝐽2 𝐽3 𝐽4 T ⎡60 25 5 25⎤ ⎢ ⎥ U ⎢5 5 25 10⎥ V ⎢⎢ 5 50 25 5 ⎥⎥ W ⎣10 5 20 20⎦ Smallest number = 5 J1 J2 J3 J4 T 55 20 0 20 U 0 0 20 5 V 0 45 20 0 a T → J3, U → J1, V → J4, W → J2 b Time = 35 + 60 + 30 + 50 = 175 minutes W 5 0 15 17 a A K ⎡60 ⎢ L ⎢45 M ⎢⎢60 N ⎣42 C 78 80 35 66 F 67 70 70 54 5 G 37⎤ ⎥ 90⎥ 86⎥⎥ 72⎦ First modify the minimisation problem, by subtracting each number by the overall largest value, 90. A ⎡ K 30 ⎢ L ⎢45 M ⎢⎢30 N ⎣48 C 12 10 55 24 F 23 20 20 36 G 53⎤ ⎥ 0⎥ 4 ⎥⎥ 18⎦ Row reduction Subtract smallest from row K = 12 L=0 M=4 N = 18 P df_Fol i o: 205 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 206 TOPIC 10 Directed graphs and network flow • EXERCISE 10.5 A K ⎡18 ⎢ L ⎢45 M ⎢⎢26 N ⎣30 C 0 10 51 6 G 41⎤ ⎥ 0⎥ 0 ⎥⎥ 0⎦ F 11 20 16 18 b Column reduction Subtract smallest from column A = 18 C=0 F = 11 G=0 K L M N A C F G 0 27 8 12 0 10 51 6 0 9 5 7 41 0 0 0 c To solve, continue with Hungarian algorithm. Smallest uncovered number = 5 A C F G K ⎡5 5 5 51⎤ ⎢ ⎥ L ⎢27 10 9 5 ⎥ M ⎢⎢ 8 51 5 5 ⎥⎥ N ⎣12 6 7 5 ⎦ Subtract smallest number from all = 5 A 0 22 3 7 K L M N C 0 5 46 1 F 0 4 0 2 G 46 0 0 0 Repeat. Smallest uncovered number = 1 A C F G K ⎡1 1 1 48⎤ ⎢ ⎥ L ⎢22 5 4 1 ⎥ M ⎢⎢ 4 47 1 2 ⎥⎥ N ⎣7 1 2 1⎦ Subtract smallest number from all = 1 K L M N A C F G 0 0 0 21 3 6 4 46 0 3 47 0 1 0 0 1 Ken Algebra Louise Calculus Mark Functions 18 𝑃1 𝑃2 𝑉 1 ⎡13 17 ⎢ 𝑉 2 ⎢ 8 12 𝑉 3 ⎢⎢ 9 17 𝑉 4 ⎣21 16 𝑃3 14 17 14 13 𝑃4 23⎤ ⎥ 9⎥ 11⎥⎥ 14⎦ 𝑃1 𝑉 1 ⎡0 ⎢ 𝑉 2 ⎢0 𝑉 3 ⎢⎢0 𝑉 4 ⎣8 𝑃3 1 9 5 0 𝑃4 10⎤ ⎥ 1⎥ 2 ⎥⎥ 1⎦ Row reduction Subtract smallest number from row 1 = 13 2=8 3=9 4 = 13 𝑃2 4 4 8 3 Column reduction Subtract smallest number from column 1 = 0 2=3 3=0 4=1 P1 P2 P3 P4 V1 V2 V3 V4 0 0 0 8 1 1 5 0 1 9 5 0 9 0 1 0 Smallest uncovered number = 1 𝑃1 𝑃2 𝑃3 𝑃4 𝑉1 ⎡1 1 1 10⎤ ⎥ ⎢ 𝑉2 ⎢1 1 9 1⎥ 5 5 2 ⎥⎥ 𝑉 3 ⎢⎢ 1 1 1 2⎦ 𝑉 4 ⎣10 Subtract smallest number = 1 P1 P2 P3 P4 V1 V2 V3 V4 0 0 0 9 0 0 4 0 0 8 4 0 9 0 1 1 a V1 → P2, V2 → P4, V3 → P1, V4 → P3 or V1 → P3, V2 → P4, V3 → P1, V4 → P2 b Total = 17 + 9 + 9 + 13 = 48 km 10.5 Exam questions Ken → Algebra Louise → Geometry Mark → Functions Nancy → Calculus d Average score 60 + 90 + 70 + 66 = 4 = 71.5% Nancy Geometry 1 The graph would be bipartite (two parts) and planar (no edges which cross). (The graph would not be ‘connected’ as not all vertices connect to each other. It is not a ‘tree’ as the vertices are not connected to each other.) A Choc D Straw G Vanilla I Lemon P df_Fol i o: 206 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 (Note that the lines from A to Strawberry and from D to Chocolate do NOT have to be drawn as crossed. Hence, the graph is planar.) The correct answer is C. 2 Looking at batting position number 1, Bo’s average score is the highest, so he would be placed in the first position. In batting position number 2, we can see that both Bo and Cameron have an equal highest average score, but Bo has already been used, so we will assign Cameron to this position. This leaves Alex in batting position number 3 (he also has the highest position 3 batting average). Player Batting position Alex Bo Cameron 3 1 2 [1 mark] 3 Using the Hungarian algorithm, the minimum total time is 24 minutes. This is produced when: Job 1 = Chamath Job 2 = Alan Job 3 = Deidre Job 4 = Ewen Job 5 = Brianna OR Job 1 = Chamath Job 2 = Alan Job 3 = Brianna Job 4 = Ewen Job 5 = Deidre. The correct answer is B. c EST for activity E is 37. The correct answer is C. d Earliest completion time for the network is 69. The correct answer is D. 2 Activity time for B: Float = EFT–EST–time 2=7−0−T T=5 EFT for activity C: 0 = EFT − 3 − 6 EFT = 9 The correct answer is A. 3 Flow starts at V and ends at S. V is the source and S is the sink. The correct answer is D. 4 The outflow from node T is: 15 35 12 T 4 There is more than one possible outflow. The correct answer is E. 5 Minimum cut is shown in E. J 14 12 7 K 13 16 23 16 Q L N 4 10 3 O 17 2 A − 38 B − 34 – but not minimum cut, because flow not cut off C − 43 D − 60 E − 34 The correct answer is E. 6 Cuts stop all flow from the source to the sink. P 10.6 Review 10.6 Exercise Multiple choice 1 a The activities that come before activity E are A, B, C and D. The correct answer is C. b A and C are the first edges (with no predecessors). R A 2 3 1 C 5 2 T V A–B A–D C–D U 4 4 3 A S B R A′, 0 C 2 D 3 1 5 B, D–E A 2 T V B U E 4 A′, 0 C 4 3 D S P df_Fol i o: 207 207 E–F The correct answer is A. Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 208 Short answer R 2 3 10 1 13 5 6 T 10 B 2 V 4 A F D 10 3 U 15 C E 14 4 3 11 a 4 A S 10 4 13 B 6 F D 10 R 3 15 C 2 3 5 2 T b The maximum flow is 19. (13 + 6) 12 a 10 14 1 V E U G 16 4 4 3 A H 13 10 4 B S 13 3 2 6 10 3 R 15 C 2 3 5 2 T E b i The maximum flow is 33. (6 + 10 + 4 + 3 + 10) ii 10 14 1 V F D U G 16 4 2 4 3 A 13 B 6 10 S a and c do not show cuts. The correct answer is A. 7 ⎡15 11 16 6 ⎤ ⎢ ⎥ 2 12⎥ ⎢13 5 ⎢4 2 11 14⎥⎥ ⎢ ⎣12 7 12 10⎦ Row reduction: subtract smallest number from row. 1=6 2=2 3=2 4=7 ⎡ 9 5 10 0 ⎤ ⎢ ⎥ ⎢11 3 0 10⎥ ⎢ 2 0 9 12⎥ ⎢ ⎥ ⎣5 0 5 3⎦ The correct answer is C. 8 Column reductions: subtract smallest number from column. 1=2 2=0 3=0 4=0 ⎡7 5 10 0⎤ ⎢ ⎥ 9 3 0 10 ⎢ ⎥ ⎥ ⎢0 0 9 12 ⎢ ⎥ ⎣3 0 5 3⎦ The correct answer is A. 9 It is not true that Melbourne has twice as many flights leaving it as does Brisbane, because there are 3 flights leaving Melbourne and only 1 flight leaving Brisbane. The correct answer is D. H 13 3 10 4 F D 3 C 15 E 14 V U B F A ⎡5 7 5 9⎤ ⎢ ⎥ B ⎢6 10 10 7⎥ ⎢ C ⎢7 5 3 8⎥⎥ D ⎣7 8 8 9⎦ Convert the table for a minimisation problem by subtracting each number from the largest overall number (10). V U B F A ⎡5 3 5 1 ⎤ ⎢ ⎥ B ⎢4 0 0 3 ⎥ C ⎢⎢3 5 7 2⎥⎥ D ⎣3 2 2 1 ⎦ b Row reduction Subtract smallest number from row A = 1 B=0 C=2 D=1 13 a V A ⎡4 ⎢ B ⎢4 C ⎢⎢1 D ⎣2 U 2 0 3 1 B 4 0 5 1 F 0⎤ ⎥ 3⎥ 0⎥⎥ 0⎦ c Column reduction Subtract smallest number from column V = 1 U=0 B=0 F=0 P df_Fol i o: 208 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 V A ⎡3 ⎢ B ⎢3 C ⎢⎢0 D ⎣1 F 0⎤ ⎥ 3⎥ 0⎥⎥ 0⎦ U B 2 4 0 0 3 5 1 1 A, 3 F 3 3 0 1 2 0 3 1 0 3 0 0 5 A B B−C A, B−D D B' C C−G D−H D, G−E B', 0 G, 2 A, 3 5 C, 4 5 5 D, 8 d G 16 14 13 13 H, 3 9 11 J, 4 EFT Float time A B C D E F G H J K 0 0 5 5 13 14 9 13 16 20 5 5 11 13 19 20 13 16 20 23 2 0 2 0 5 5 2 0 0 0 e To shorten the minimum completion time of the project, activities that are on the critical path should be crushed. Therefore, activities B, D, H, J, K should be crushed. f If activity D is reduced to 5 hours, total duration for activities C and G will become greater than the duration of the activity D (as 4 + 2 = 6 and 6 > 5). Therefore, the new critical path will go through C and G instead of D. That is, the new critical path is B–C–G–H–J–K. Originally, activity D took 8 hours to complete. The new critical path will contain activities C and G instead of D, with the combined duration of 4 + 2 = 6 hours. This is reduction of 8 − 6 = 2 hours. Therefore, the total completion time will be reduced by 2 hours. That is, the new minimum completion time is 23 − 2 = 21 hours. 15 a 4 12 T, 4 14 U, 3 S', 0 S, 7 P, 4 Y, 7 12 12 5 5 V, 3 17 17 M, 2 F 5 5 J 23 23 16 16 O, 4 H 20 E, 1 19 F, 1 20 K, 3 EST Q', 0 B' J, 4 Activity letter Q, 5 E 9 C, 4 5 5 10 E−F H−J B 23 K, 3 B, 5 0 0 D H, 3 B', 0 G, 2 0 0 H C A F, 1 c Critical path = B–B′–D–H–J–K E G B' 20 E, 1 B, 5 14 a A, B first edge (no predecessors) B D, 8 0 Extended response D 14 13 A, 3 ii A → F, B → U, C → V, D → B or A → F, B → B, C → V, D → U A J, 4 b Earliest completion time = 23 hours Smallest uncovered number is 1. Add 1 to each covered number (twice at the intersections). V U B F A ⎡3 2 4 1⎤ ⎢ ⎥ B ⎢4 1 1 5⎥ ⎢ C ⎢1 4 6 2⎥⎥ D ⎣1 1 1 1 ⎦ Overall smallest number is 1. Subtract 1 from each number in the matrix. V U B F A ⎡2 1 3 0⎤ ⎢ ⎥ B ⎢3 0 0 4⎥ C ⎢⎢0 3 5 1⎥⎥ D ⎣0 0 0 0 ⎦ B K, 3 C, 4 U B A F, 1 H, 3 B', 0 G, 2 V 4 0 5 1 E, 1 B, 5 d i Hungarian algorithm A B C D D, 8 209 R, 3 14 14 24 24 Z, 8 X, 3 W, 2 16 Critical path = Q–Q′–S–M–V–Y–Z 21 C F, J−K P df_Fol i o: 209 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual 32 32 210 TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 b Activity 0: Float time = EFT − EST − time = 10 − 0 − 4 =6 The remaining missing float times belong to activities on the critical path. Critical path activities have a float time of 0. c The EST values are the numbers in the triangles at the start of each activity. Refer to the figure in 1a. d The EFT values are the numbers in the boxes at the end of each activity. Refer to the figure in 1a. e Float time = EFT − EST − time Activity Immediate predecessor T EST LST Float time O P Q — — — 4 4 5 0 0 0 10 5 5 6 1 0 R Q 3 5 14 6 S P, Q 7 5 12 0 T U O S, T 4 3 4 12 14 17 6 2 M V S R, M 2 3 12 14 14 17 0 0 W R, M 2 14 21 5 X Y W U, V 3 7 16 17 24 24 5 0 Z X, Y 8 24 32 0 16 a Source = estuary, E Sink = lake, L b Node Inflow A 51 B 87 C 49 D 31 F 108 G 23 Moths Tour information Entry Butterflies (rainforest) Arachnids (scorpions) Glowworms (caves) Arachnids (spiders) Exit b Butterflies (temperate) D, 2 A, 12 B, 13 C, 12 G, 6 H, 6 E, 4 I, 5 J, 12 c Arrival rate for entry → tour information = 12 From here the capacity of tour information → rainforest butterflies = 13 If we look at just ‘13’, then we could say the room is the most crowded of all. If we look at ‘13’ as a capacity, then with ‘12’ entering, its maximum flow is 12, so it can cope with the people. But the crowd will then cut considerably after the temperate butterflies. F, 2 2 12 4 2 d i D, 2 A, 12 B, 13 C, 12 G, 6 E, 4 H, 6 I, 5 J, 12 F, 2 Outflow 47 74 48 29 88 20 c The outflow for every node is less than the inflow. This may be due to the death of some fish on their way upstream or it may be due to the fish slowing down the further upstream they go. d Flow capacity = 51 + 62 + 49 = 162 fish/hour e Maximum flow = minimum cut = 19 + 88 + 12 = 119 fish/hour 17 a Doors leading from one section to the next, indicating the direction in which they open: ii The minimum cut indicates that 5 people per minute should be admitted for a smooth flow through the building. 18 a Add a ‘dummy’ position, giving each candidate 0 votes for it. A B C D E PM Treasurer FM Speaker Dummy 48 1 8 2 41 35 10 35 9 11 31 5 31 15 17 22 4 22 39 8 0 0 0 0 0 PM Treasurer FM Speaker Dummy 0 47 40 46 7 13 38 13 39 37 17 43 17 33 31 26 44 26 9 40 48 48 48 48 48 b Subtract each element from the largest in the matrix (48). The resultant matrix is: A B C D E P df_Fol i o: 210 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 c Row reduction Subtract smallest number from row: A=0 B = 38 C = 13 D=9 E=7 A B C D E PM Treasurer FM Speaker Dummy 0 9 27 37 0 13 0 0 30 30 17 5 4 24 24 26 6 13 0 33 48 10 35 39 41 d Column reduction Subtract smallest number from column: PM = 0 Treasurer = 0 FM = 4 Speaker = 0 Dummy = 10 PM A B C D E e Treasurer 0 9 27 37 0 13 0 0 30 30 FM 13 1 0 20 20 0 9 27 37 0 13 0 0 30 30 13 1 0 20 20 26 6 13 0 33 g PM is not given to the top vote getter. Because of the tie between A and C, either the treasurer or the foreign minister is not given to the top vote getter. D definitely deserved speaker and B definitely deserved dummy. h Although apparently democratic, it ‘rewards’ candidates who are relatively unpopular over the range of positions (particularly candidate E) who only get a lot of votes for one position, and ‘punishes’ those (particularly candidate A) who do get lots of votes across the positions. One could argue, in this case, that E got PM as she could do the ‘least damage’ in that job! 10.6 Exam questions 1 Form a minimum spanning tree, ensuring that x and y are included: 30 29 52 42 y x 22 Speaker Dummy 26 6 13 0 33 38 0 25 29 31 PM Treasurer FM Speaker Dummy A B C D E 211 38 0 25 29 31 Smallest uncovered number is 13. Add 13 to all covered numbers (twice at the intersections). PM Treasurer FM Speaker Dummy ⎤ A ⎡13 13 13 26 38 ⎢ ⎥ B ⎢35 13 14 19 13 ⎥ ⎥ C ⎢53 13 13 26 38 ⎢ ⎥ D ⎢63 43 33 13 42 ⎥ ⎦ E ⎣13 30 20 33 31 Overall the smallest number is 13. Subtract 13 from each element in the matrix. PM Treasurer FM Speaker Dummy ⎡ ⎤ A 0 0 0 13 25 ⎢ ⎥ B ⎢22 0 1 6 0 ⎥ ⎥ C ⎢40 0 0 13 25 ⎢ ⎥ D ⎢50 30 20 0 29 ⎥ ⎦ E ⎣0 17 7 20 18 36 40 Adding up the lengths: 30 + 29 + 42 + 40 + 22 + 36 + 52 + x + y = 251 + x + y The answer that matches the options is when x = 50 and y = 60 for a minimum length of 361 km. The correct answer is B. 2. a F A E B C D [1 mark] b 2 [1 mark] c. i C − D − E − B − A or the other way A − B − E − D − C [1 mark] ii Hamiltonian Cycle [1 mark] 3 a By counting the number of different routes, you will find that there are 10 different routes possible. [1 mark] b Capacity of cut 1 = 20 + 12 + 20 = 52 [1 mark] 4 a This dummy activity could be drawn as a directed edge from the end of activity B to the start of activity C. [1 mark] f B → dummy (It’s the only 0 in the Dummy column). D → speaker (It’s the only 0 in the Speaker column). E → prime minister (It’s the only 0 in the row). A → treasurer, C → foreign minister or A → foreign minister, C → treasurer. P df_Fol i o: 211 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual TOPIC 10 Directed graphs and network flow • EXERCISE 10.6 212 See network drawing below. See the Image bottom of the page* b As activity C has an EST of 7 and activity D has an EST of 7, and activity C is a predecessor of activity D, then the duration of activity C is 2 months. [1 mark] c Float = LST – EST A, F, H and E. [1 mark] d Reduce the completion of time of activity B from 5 to 2 months, so that the project will be completed in a minimum time of 17 months. [1 mark] 5 This directed network has two critical paths, ADHK and BFJK. This means the activities that are not on the critical path can be delayed. These activities are C, E, G and I. Therefore, 4 activities can be delayed without affecting the minimum completion time of the project. The correct answer is B. *4 a C, ... A, 2 E, 9 D, 7 Bʹ G, 4 B, 5 P df_Fol i o: 212 I, 2 H, 9 F, 3 Jacaranda Maths Quest 12 General Mathematics VCE Units 3 & 4 Seventh Edition Solutions Manual