HigherNationals Internalverificationofassessmentdecisions–BTEC(RQF) INTERNALVERIFICATION–ASSESSMENTDECISIONS BTEC Higher National Diploma in Computing Programmetitle Assessor InternalVerifier Unit(s) Unit 11 :Maths for Computing Assignmenttitle Importance of Maths in the Field of Computing Student’sname Listwhichassessmentc riteriatheAssessorhas awarded. Pass Merit Distinction INTERNALVERIFIERCHECKLIST Dotheassessmentcriteriaawardedm atchthoseshownintheassignmentbri ef? Isthe Pass/Merit/Distinction gradeawardedjustifiedbythe assessor’s comments on the student work? Hastheworkbeenassessedac curately? Y/N Y/N Y/N Isthefeedbacktothestudent: Givedetails: • Constructive? • Linkedtorelevantassessmentcr Y/N Y/N iteria? Y/N • Identifyingopportunitiesfor improvedperformance? Y/N • Agreeingactions? Doesthe assessmentdecisionneedamending? Y/N Assessorsignature Date InternalVerifiersignature Date Programme Leader signature (ifrequired) Date Mohamed Bassam Unit – 11 Maths for Computing Assignment 01 1 Confirm actioncompleted Remedialactiontaken Givedetails: Assessorsignature Date InternalVerifie rsignature Programme Leadersignature(ifr equired) Unit – 11 2 Date Date Maths for Computing Assignment 01 Higher Nationals –SummativeAssignmentFeedbackForm StudentName/ID UnitTitle Unit 11 :Maths for Computing AssignmentNumber 1 SubmissionDate 24.09.2021 Assessor DateReceived1sts ubmission DateReceived2ndsubmi ssion Re-submissionDate AssessorFeedback: LO1 Use applied number theory in practical computing scenarios. Pass, Merit & Distinction P1 P2 M1 D1 Descripts LO2 Analyse events using probability theory and probability distributions. Pass, Merit & Distinction P3 Descripts P4 M2 D2 LO3 Determine solutions of graphical examples using geometry and vector methods. Pass, Merit & Distinction P5 P6 M3 D3 Descripts LO4 Evaluate problems concerning differential and integral calculus. Pass, Merit & Distinction P7 Descripts Grade: P8 M4 D4 AssessorSignature: Date: AssessorSignature: Date: ResubmissionFeedback: Grade: InternalVerifier’sComments: Signature&Date: * Please note that grade decisions are provisional. They are only confirmed once internal and external moderation has taken place and grades decisionshave been agreed at the assessment board. Unit – 11 3 Maths for Computing Assignment 01 General Guidelines 1. A Cover page or title page – You should always attach a title page to your assignment. Use previous page as your cover sheet and make sure all the details are accurately filled. 2. Attach this brief as the first section of your assignment. 3. All the assignments should be prepared using a word processing software. 4. All the assignments should be printed on A4 sized papers. Use single side printing. 5. Allow 1” for top, bottom , right margins and 1.25” for the left margin of each page. Word Processing Rules 1. 2. 3. 4. The font size should be 12point, and should be in the style of Time New Roman. Use 1.5 line spacing. Left justify all paragraphs. Ensure that all the headings are consistent in terms of the font size and font style. Use footer function in the word processor to insert Your Name, Subject, Assignment No, and Page Number on each page. This is useful if individual sheets become detached for any reason. 5. Use word processing application spell check and grammar check function to help editing your assignment. Important Points: 1. It is strictly prohibited to use textboxes to add texts in the assignments, except for the compulsory information. eg: Figures, tables of comparison etc. Adding text boxes in the body except for the before mentioned compulsory information will result in rejection of your work. 2. Avoid using page borders in your assignment body. 3. Carefully check the hand in date and the instructions given in the assignment. Late submissions will not be accepted. 4. Ensure that you give yourself enough time to complete the assignment by the due date. 5. Excuses of any nature will not be accepted for failure to hand in the work on time. 6. You must take responsibility for managing your own time effectively. 7. If you are unable to hand in your assignment on time and have valid reasons such as illness, you may apply (in writing) for an extension. 8. Failure to achieve at least PASS criteria will result in a REFERRAL grade . 9. Non-submission of work without valid reasons will lead to an automatic RE FERRAL. You will then be asked to complete an alternative assignment. 10. If you use other people’s work or ideas in your assignment, reference them properly using HARVARD referencing system to avoid plagiarism. You have to provide both in-text citation and a reference list. 11. If you are proven to be guilty of plagiarism or any academic misconduct, your grade could be reduced to A REFERRAL or at worst you could be expelled from the course. Unit – 11 4 Maths for Computing Assignment 01 Student Declaration I hereby, declare that I know what plagiarism entails, namely, to use another’s work and to present it as my own without attributing the sources in the correct way. I further understand what it means to copy another’s work. 1. I know that plagiarism is a punishable offence because it constitutes theft. 2. I understand the plagiarism and copying policy of the Edexcel UK. 3. I know what the consequences will be if I plagiaries or copy another’s work in any of the assignments for this program. 4. I declare therefore that all work presented by me for every aspects of my program, will be my own, and where I have made use of another’s work, I will attribute the source in the correct way. 5. I acknowledge that the attachment of this document signed or not, constitutes a binding agreement between myself and Edexcel UK. 6. I understand that my assignment will not be considered as submitted if this document is not attached to the attached. Student’s Signature: (Provide E-mail ID) Unit – 11 5 Maths for Computing Date: (ProvideSubmission Date) Assignment 01 Feedback Form Formative Feedback : Assessor to Student Action Plan Summative feedback Feedback: Student to Assessor. Assessor’s Signature Date Student’s Signature Unit – 11 6 Date Maths for Computing Assignment 01 Assignment Brief Student Name /ID Number Unit Number and Title Unit 11 :Maths for Computing Academic Year 2021/2022 Unit Tutor Importance of Maths in the Field of Computing Assignment Title Issue Date Submission Date IV Name & Date Submission Format: This assignment should be submitted at the end of your lesson, on the week stated at the front of this brief. The assignment can either be word-processed or completed in legible handwriting. If the tasks are completed over multiple pages, ensure that your name and student number are present on each sheet of paper. Unit Learning Outcomes: LO1 Use applied number theory in practical computing scenarios. LO2 Analyse events using probability theory and probability distributions. LO3 LO4 Determine solutions of graphical examples using geometry and vector methods. Evaluate problems concerning differential and integral calculus. Unit – 11 7 Maths for Computing Assignment 01 Assignment Brief and Guidance: Activity 01 Part 1 1. A tailor wants to make square shaped towels. The required squared pieces of cloth will be cut from a ream of cloth which is 20 meters in length and 16 meters in width. a) Find the minimum number of squared pieces that can be cut from the ream of cloth without wasting any cloth. b) Briefly explain the technique you used to solve (a). 2. On the first day of the month, 4 customers come to a restaurant. Afterwards, those 4 customers come to the same restaurant once in 2,4,6 and 8 days respectively. a) On which day of the month, will all the four customers come back to the restaurant together? b) Briefly explain the technique you used to solve (a). Part 2 3. Logs are stacked in a pile with 24 logs on the bottom row and 10 on the top row. There are 15 rows in all with each row having one more log than the one above it. a) How many logs are in the stack? b) Briefly explain the technique you used to solve (a). 4. A company is offering a job with a salary of Rs. 50,000.00 for the first year and a 4% raise each year after that. If that 4% raise continues every year, a) Find the total amount of money an employee would earn in a 10-years career. b) Briefly explain the technique you used to solve (a). Part 3 5. Define the multiplicative inverse in modular arithmetic and identify the multiplicative inverse of 6 mod 13 while explaining the algorithm used. 6. Prime numbers are important to many fields. In the computing field also prime numbers are applied. Provide examples and in detail explain how prime numbers are important in the field of computing. Activity 02 Part 1 1. Define ‘Conditional Probability’ with a suitable example. 2. The manager of a supermarket collected the data of 25 customers on a certain date. Out of them 5 purchased Biscuits, 10 purchased Milk, 8 purchased Fruits, 6 purchased both Milk and Fruits. Let B represents the randomly selected customer purchased Biscuits, M represents the randomly selected customer purchased Milk and F represents the randomly selected customer purchased Fruits. Represent the given information in a Venn diagram. Use that Venn diagram to answer the following questions. Unit – 11 8 Maths for Computing Assignment 01 a) b) Find the probability that a randomly selected customer either purchased Biscuits or Milk. Show that the events “The randomly selected customer purchased Milk” and “The randomly selected customer purchased Fruits” are independent. 3. Suppose a voter poll is taken in three states. Of the total population of the three states, 45% live in state A, 20% live in state B, and 35% live in state C. In state A, 40% of voters support the liberal candidate, in state B, 30% of the voters support the liberal candidate, and in state C, 60% of the voters support the liberal candidate. Let A represents the event that voter is from state A, B represents the event that voter is from state B and C represents the event that voter is from state C. Let L represents the event that a voter supports the liberal candidate. a) Find the probability that a randomly selected voter does not support the liberal candidate and lives in state A. b) Find the probability that a randomly selected voter supports the liberal candidate. c) Given that a randomly selected voter supports the liberal candidate, find the probability that the selected voter is from state B. 4. In a box, there are 4 types [Hearts, Clubs, Diamonds, Scorpions] of cards. There are 6 Hearts cards, 7 Clubs cards, 8 Diamonds cards and 5 Scorpions cards in the box. Two cards are selected randomly without replacement. a) Find the probability that the both selected cards are Hearts. b) Find the probability that one card is Clubs and the other card is Diamonds. c) Find the probability that the both selected cards are from the same type Part 2 5. Differentiate between ‘Discrete Random Variable’ and ‘Continuous Random Variable”. 6. Two fair cubes are rolled. The random variable X represents the difference between the values of the two cubes. a) Find the mean of this probability distribution. (i.e. Find E[X] ) b) Find the variance and standard deviation of this probability distribution. (i.e. Find V[X] and SD[X]) The random variables A and B are defined as follows: A = X-10 and B = [(1/2)X]-5 c) Show that E[A] and E[B]. d) Find V[A] and V[B]. e) Arnold and Brian play a game using two fair cubes. The cubes are rolled, and Arnold records his score using the random variable A and Brian uses the random variable B. They repeat this for a large number of times and compare their scores. Comment on any likely differences or similarities of their scores. 7. A discrete random variable Y has the following probability distribution. Y=y 1 P(Y=y) 1/3 where k is a constant. a) Find the value of k. b) Find P(Y≤3). c) Find P(Y>2). Unit – 11 9 2 1/6 Maths for Computing 3 1/4 Assignment 01 4 k 5 1/6 Part 3 10. The “Titans” cricket team has a winning rate of 75%. The team is planning to play 10 matches in the next season. a) Let X be the number of matches that will be won by the team. What are the possible values of X? b) What is the probability that the team will win exactly 6 matches? c) What is the probability that the team will lose 2 or less matches? d) What is the mean number of matches that the team will win? e) What are the variance and the standard deviation of the number of matches that the team will win? 11. In a boys’ school, there are 45 students in grade 10. The height of the students was measured. The mean height of the students was 154 cm and the standard deviation was 2 cm. Alex’s height was 163 cm. Would his height be considered an outlier, if the height of the students were normally distributed? Explain your answer. 12. The battery life of a certain battery is normally distributed with a mean of 90 days and a standard deviation of 3 days. For each of the following questions, construct a normal distribution curve and provide the answer. a) About what percent of the products last between 87 and 93 days? b) About what percent of the products last 84 or less days? For each of the following questions, use the standard normal table and provide the answer. c) About what percent of the products last between 89 and 94 days? d) About what percent of the products last 95 or more days? 13. In the computing field, there are many applications of Probability theories. Hashing and Load Balancing are also included to those. Provide an example for an application of Probability in Hashing and an example for an application of Probability in Load Balancing. Then, evaluate in detail how Probability is used for each application while assessing the importance of using Probability to those applications. Unit – 11 10 Maths for Computing Assignment 01 Activity 03 Part 1 1. Find the equation (formula) of a circle with radius r and center C(h,k) and if the Center of a circle is at (3,-1) and a point on the circle is (-2,1) find the formula of the circle. 2. Find the equation (formula) of a sphere with radius r and center C(h, k, l) and show that x2 + y2 + z2 - 6x + 2y + 8z - 4 = 0 is an equation of a sphere. Also, find its center and radius. 3. Following figure shows a Parallelogram. If a=(i+3j-k) ,b=(7i-2j+4k), find the area of the Parallelogram. Part 2 4. If 2x - 4y =3, 5y = (-3)x + 10 are two functions. Evaluate the x, y values using graphical method. 5. Evaluate the surfaces in ℝ3 that are represented by the following equations. i. y = 4 ii. z = 5 6. Following figure shows a Tetrahedron. Construct an equation to find the volume of the given Tetrahedron using vector methods and if the vectors of the Tetrahedron are a=(i+4j-2k) ,b=(3i-5j+k) and c=(-4i+3j+6k), find the volume of the Tetrahedron using the above constructed equation.. Unit – 11 11 Maths for Computing Assignment 01 Activity 04 Part 1 1. Determine the slope of the following functions. i. f(x) = 2x – 3x4 + 5x + 8 ii. f(x) = cos(2x) + 4x2 – 3 2. Let the displacement function of a moving object is S(t) = 5t3 – 3t2 + 6t. What is the function for the velocity of the object at time t. Part 2 3. Find the area between the two curves f(x) = 2x2 + 1 and g(x) = 8 – 2x on the interval (-2) ≤ x ≤ 1 . 4. It is estimated that t years from now the tree plantation of a certain forest will be increasing at the rate of 3t 2 + 5t + 6 hundred trees per year. Environmentalists have found that the level of Oxygen in the forest increases at the rate of approximately 4 units per 100 trees. By how much will the Oxygen level in the forest increase during the next 3 years? Part 3 5. Sketch the graph of f(x) = x5- 6x3 + 3 by applying differentiation methods for analyzing where the graph is increasing/decreasing, local maximum/minimum points [Using the second derivative test], concave up/down intervals with inflection points. 6. Identify the maximum and minimum points of the function f(x)= 2x3 - 4x4 + 5x2 by further differentiation. [i.e Justify your answer using both first derivative test and second derivative test.] Unit – 11 12 Maths for Computing Assignment 01 Grading Rubric Grading Criteria Achievement (Yes/No) Feedback LO1 : Use applied number theory in practical computing scenarios. P1 : Calculate the greatest common divisor and least common multiple of a given pair of numbers. P2 :Use relevant theory to sum arithmetic and geometric progressions. M1: Identify multiplicative inverses in modular arithmetic. D1 : Produce a detailed written explanation of the importance of prime numbers within the field of computing. LO2 :Analyse events using probability theory and probability distributions. P3 :Deduce the conditional probability of different events occurring within independent trials. P4 : Identify the expectation of an event occurring from a discrete, random variable. M2 : Calculate probabilities within both binomially distributed and normally distributed random variables. D2 : Evaluate probability theory to an example involving hashing and load balancing. Unit – 11 Maths for Computing Assignment 01 13 LO3 : Determine solutions of graphical examples using geometry and vector methods. P5 : Identify simple shapes using co-ordinate geometry. P6 :Determine shape parameters using appropriate vector methods. M3 : Evaluate the coordinate system used in programming a simple output device. D3 :Construct the scaling of simple shapes that are described by vector coordinates. LO4 : Evaluate problems concerning differential and integral calculus. P7 : Determine the rate of change within an algebraic function. P8 :Use integral calculus to solve practical problems involving area. M4 :Analyse maxima and minima of increasing and decreasing functions using higher order derivatives. D4 :Justify, by further differentiation, that a value is a minimum. Unit – 11 Maths for Computing Assignment 01 14 Acknowledgement Unit – 11 Maths for Computing Assignment 01 15 Table of Contents Task 01 ................................................................................................................................................... 22 Part 01 .................................................................................................................................................... 22 1) ............................................................................................................................................................ 22 a) Find the minimum number of squared pieces that can be cut from the ream of cloth without wasting any cloth................................................................................................................................................. 22 b) Briefly explain the technique you used to solve (a). ........................................................................ 23 2) ............................................................................................................................................................ 23 a) On which day of the month, will all the four customers come back to the restaurant together? ....... 23 B) Briefly explain the technique you used to solve (a). ......................................................................... 24 Part 2 ...................................................................................................................................................... 24 3) ............................................................................................................................................................ 24 B) Briefly explain the technique you used to solve (a). ......................................................................... 25 4) ............................................................................................................................................................ 26 a) Find the total amount of money an employee would earn in a 10-years career. ............................... 26 The above method shows the equation of the geometric progression alongside the complete sum in 10 years. The representative would get a sum of Rs. 600,305 toward the finish of 10 years. ................... 26 b) Briefly explain the technique you used to solve (a). ......................................................................... 27 Part 3 ...................................................................................................................................................... 27 5) Modular arithmetic ............................................................................................................................ 27 Multiplicative inverse ............................................................................................................................ 28 6) ............................................................................................................................................................ 29 Usage of prime numbers for computing ................................................................................................ 29 Task 02 ................................................................................................................................................... 30 Part 1 ...................................................................................................................................................... 30 1) ............................................................................................................................................................ 30 Conditional probability .......................................................................................................................... 30 a) Find the probability that a randomly selected customer either purchased Biscuits or Milk .............. 32 a) Probability of a random customer buying either biscuits or milk. .................................................... 33 b) Showing that the events “randomly selected customer purchased milk” and “the randomly selected ............................................................................................................................................................... 34 3) ............................................................................................................................................................ 34 Tree diagram .......................................................................................................................................... 35 a) Randomly selected voter does not support liberal candidate and lives in State A. ........................... 35 b) Probability of a randomly selected voter supports liberal candidate. ................................................ 35 Unit – 11 Maths for Computing Assignment 01 16 c) Given that the random selected voter supports liberal candidate, find the probability that the selected .................................................................................................................................................. 36 4) ............................................................................................................................................................ 36 Complete Diagram ................................................................................................................................. 37 Hearts ..................................................................................................................................................... 38 Clubs ...................................................................................................................................................... 39 Diamonds ............................................................................................................................................... 40 Scorpions ............................................................................................................................................... 41 a) Find the probability that the both selected cards are Hearts. ............................................................. 42 b) Find the probability that one card is Clubs and the other card is Diamonds. .................................... 42 c) Find the probability that the both selected cards is from the same type. ........................................... 43 Part 2 ...................................................................................................................................................... 44 5) ............................................................................................................................................................ 44 Random variables .................................................................................................................................. 44 Types of Random Variables .................................................................................................................. 44 Key Differences between Discrete and Continuous Variable................................................................ 45 6) ............................................................................................................................................................ 46 Discrete Random Variables ................................................................................................................... 46 Here I utilized a basic equation of X = C1 – C2 to get the final output values of the X variable. Presently that we have all the values ready to turn to our questions ..................................................... 46 a) Find the mean of this probability distribution. (I.e. Find E[X]) ........................................................ 47 b) Find the variance and standard deviation of this probability distribution. ........................................ 49 (I.e. Find V[X] and SD[X]) ................................................................................................................... 49 c) ............................................................................................................................................................ 53 d) ............................................................................................................................................................ 53 Variance for A ....................................................................................................................................... 53 Variance for B ........................................................................................................................................ 54 e) Differences or similarities of scores .................................................................................................. 54 7) ............................................................................................................................................................ 55 a) Find the value of K ............................................................................................................................ 55 b) Find P (Y≤3) ...................................................................................................................................... 55 c) Find P(Y>2) ....................................................................................................................................... 56 Part 3 ...................................................................................................................................................... 56 10) .......................................................................................................................................................... 56 Binomial Distribution ............................................................................................................................ 56 a) Let X is the number of matches that will be won by the team. What are the possible values of X? . 56 Unit – 11 Maths for Computing Assignment 01 17 b) What is the probability that the team will win exactly 6 matches? ................................................... 56 c) What is the probability that the team will lose 2 or fewer matches? ................................................. 58 d) What is the mean number of matches that the team will win? .......................................................... 59 e) What are the variance and the standard deviation of the number of matches that the team will win? ............................................................................................................................................................... 59 11) .......................................................................................................................................................... 60 Normal Probability Distribution ............................................................................................................ 60 12) .......................................................................................................................................................... 62 a) About what percent of the products last between 87 and 93 days? ................................................... 62 b) About what percent of the products last 84 or fewer days?............................................................... 64 c) About what percent of the products last between 89 and 94 days? ................................................... 66 d) About what percent of the products last 95 or more days? ............................................................... 68 13) .......................................................................................................................................................... 70 Hashing .................................................................................................................................................. 70 Load balancing ....................................................................................................................................... 71 Task 03 ................................................................................................................................................... 73 Part 01 .................................................................................................................................................... 73 Circle ...................................................................................................................................................... 73 1) Find the equation (formula) of a circle with radius r and center C (h, k) and if the Center of a circle is at (3,-1) and a point on the circle is (-2,1) find the formula of the circle. ......................................... 73 2) Find the equation (formula) of a sphere with radius r and center C (h, k, l) and show that x2 + y2 + z2 - 6x + 2y + 8z - 4 = 0 is an equation of a sphere. Also, find its center and radius ............................ 74 Area of the Sphere ................................................................................................................................. 74 3) If a= (i+3j-k), b= (7i-2j+4k), find the area of the Parallelogram. ...................................................... 76 Area of the Parallelogram ...................................................................................................................... 76 Part 2 ...................................................................................................................................................... 77 4) If 2x - 4y =3, 5y = (-3)x + 10 are two functions. Evaluate the x, y values using graphical method . 77 Functions in graph ................................................................................................................................. 77 Graph ..................................................................................................................................................... 79 5) ............................................................................................................................................................ 81 Evaluating the surfaces in R3 as the following...................................................................................... 81 6) ............................................................................................................................................................ 82 Volume of Tetrahedron .......................................................................................................................... 82 Task 04 .......................................................................................................................................................... 84 Part 1 ...................................................................................................................................................... 84 Differentiation ........................................................................................................................................ 84 Unit – 11 Maths for Computing Assignment 01 18 1) Determine the slope of the following functions. ............................................................................... 84 i. f(x) = 2x – 3x4 + 5x + 8 .................................................................................................................. 84 ii. f(x) = cos(2x) + 4x2 – 3 .............................................................................................................. 84 2) Let the displacement function of a moving object is S (t) = 5t3 – 3t2 + 6t. What is the function for the velocity of the object at time t? ........................................................................................................ 85 Part 2 ...................................................................................................................................................... 86 3) Find the area between the two curves f(x) = 2x2 + 1 and g(x) = 8 – 2x on the interval (-2) ≤ x ≤ 1 86 Area Between two curves ...................................................................................................................... 86 4) ............................................................................................................................................................ 90 Finding units through integration .......................................................................................................... 90 Part 3 ...................................................................................................................................................... 91 5) ............................................................................................................................................................ 91 Differentiation with graphs .................................................................................................................... 91 Concavity Intervals ................................................................................................................................ 95 6) ............................................................................................................................................................ 98 Differentiation with graphs .................................................................................................................... 98 1st differentiation Method ...................................................................................................................... 98 2nd Derivative method .......................................................................................................................... 101 References ............................................................................................................................................ 102 Unit – 11 Maths for Computing Assignment 01 19 Table of Figures Figure 1 Figure 2 Figure 3 Figure 4 Figure 5 Figure 6 Figure 7 Figure 8 Figure 9 Figure 10 Figure 11 Figure 12 Figure 13 Figure 14 Figure 15 Figure 16 Figure 17 Figure 18 Figure 19 Figure 20 Figure 21 Figure 22 Figure 23 Figure 24 Figure 25 Figure 26 Figure 27 Figure 28 Figure 29 Figure 30 Figure 31 Figure 32 Figure 33 Figure 34 Figure 35 Figure 36 Figure 37 Figure 38 Figure 39 Figure 40 Figure 41 Figure 42 Figure 43 Figure 44 Figure 45 Method ......................................................................................................................................... 22 Extended Proof ............................................................................................................................. 22 Method ......................................................................................................................................... 23 Methods for the sum of logs in the pile ....................................................................................... 25 Formula ........................................................................................................................................ 26 Equation of the geometric progression ....................................................................................... 26 Clock method ............................................................................................................................... 27 Multiplicative inverse of a modular arithmetic term ................................................................... 28 Conditional probability formula ................................................................................................... 30 Venn diagram 1 ............................................................................................................................ 32 Venn diagram 2 ............................................................................................................................ 33 Tree diagram ................................................................................................................................ 35 Complete Diagram ....................................................................................................................... 37 Hearts ........................................................................................................................................... 38 Clubs ............................................................................................................................................. 39 Diamonds ..................................................................................................................................... 40 Scorpions ...................................................................................................................................... 41 Sample space of the difference of values in two cubes............................................................... 46 Probability table ........................................................................................................................... 47 Method......................................................................................................................................... 48 After solving the equation ........................................................................................................... 48 Step by step procedure table 1 & 2 ............................................................................................. 49 Step by step procedure table 3 .................................................................................................... 50 Answer after adding all the new values of X................................................................................ 51 Standard deviation ....................................................................................................................... 52 Mean values of A and B (E (A) and E (B ........................................................................................ 53 Variance of A ................................................................................................................................ 53 Variance of B ................................................................................................................................ 54 Final result of the question .......................................................................................................... 57 Final probability ........................................................................................................................... 58 Extreme Values ............................................................................................................................ 61 Normal distribution curve between 87 and 93 days ................................................................... 62 after finding the answer ............................................................................................................... 63 Normal distribution curve for 84 or less days .............................................................................. 64 after finding the answer ............................................................................................................... 65 Normal distribution curve between 89 and 94 days ................................................................... 66 after finding the answer ............................................................................................................... 67 Normal distribution curve for 95 or more days ........................................................................... 68 after finding the answer ............................................................................................................... 69 Equation to recognize the two fundamental factors ................................................................... 73 after finding the equation ............................................................................................................ 74 Equation of sphere ....................................................................................................................... 76 Method of getting the suitable equation for the circle ............................................................... 76 Area of the Parallelogram ............................................................................................................ 77 Finding the X and Y values for our graph (pic 1) .......................................................................... 78 Unit – 11 Maths for Computing Assignment 01 20 Figure 46 Figure 47 Figure 48 Figure 49 Figure 50 Figure 51 Figure 52 Figure 53 Figure 54 Figure 55 Figure 56 Figure 57 Figure 58 Figure 59 Figure 60 Figure 61 Figure 62 Figure 63 Figure 64 Figure 65 Figure 66 Figure 67 Figure 68 Finding the X and Y values for our graph (pic 2) .......................................................................... 78 Graph ............................................................................................................................................ 79 3D model of R3 space .................................................................................................................. 81 Volume of Tetrahedron................................................................................................................ 82 after effectively executing the derived equation with the given values (pic 1) .......................... 83 after effectively executing the derived equation with the given values (pic 2) .......................... 83 Answer for the function 1 ............................................................................................................ 84 Answer for the function 2 ............................................................................................................ 84 Velocity Function for the moving object...................................................................................... 85 Values of the integrated values of the functions (pic 1) .............................................................. 86 Values of the integrated values of the functions (pic 2) .............................................................. 87 Area between the curves ............................................................................................................. 88 Area between the curves in a graph ............................................................................................ 89 No. of oxygen units increased ...................................................................................................... 90 Method......................................................................................................................................... 91 discovering the plots where the graph is curved ......................................................................... 92 identifying the second derivative to find the concave upwards/ downwards ............................ 93 Graph 1 ......................................................................................................................................... 95 Graph 2 ......................................................................................................................................... 96 1st differentiation Method .......................................................................................................... 98 The values of X and Y ................................................................................................................... 99 Graph 3 ....................................................................................................................................... 100 2nd Derivative method .............................................................................................................. 101 Unit – 11 Maths for Computing Assignment 01 21 Task 01 Part 01 1) a) Find the minimum number of squared pieces that can be cut from the ream of cloth without wasting any cloth. Have to discover the least number of square shaped towels without wasting any cloth. Area of cloth ream = 20*16 In arrange to discover the least number; I would be utilizing the HCF method. Therefore the answer would be 4. Minimum number of square shaped towels = (20*16) / (4*4) =320/16 =20 20 square shaped towels could be made by the cloth ream without any wastage. Method Figure 1 Method Extended Proof Figure 2 Extended Proof Unit – 11 Maths for Computing Assignment 01 22 b) Briefly explain the technique you used to solve (a). The procedure I used to settle the above sum was HCF. The highest common factor (HCF) is utilized to introduce the best factor between at least two numbers. This is likewise called as Greatest Common Factor (GCF). This can be one of the foremost fundamental and imperative strategies utilized in mathematics. HCF is utilized to track down the best common divisor between the introduced numbers with no leftovers. This is the way we tracked down the base number of square towels which can be made through the area 20*16) of the cloth ream with no remnants. The graphical form of the square towels demonstrates the answer. 2) In this question we are given four individuals visiting a restaurant on the first day of the month. They again visit the restaurant once in a 2,4,6,8 days respectively. a) On which day of the month, will all the four customers come back to the restaurant together? To discover the day where every one of the four customers will meet up I would utilize the LCM strategy. As indicated by LCM we get the appropriate response 24. This implies the four customers will meet in the restaurant 24 days after the first day of the month. The answer would be that the four customers will meet on the 25th (1st + 24 days) day of the month. Method Figure 3 Method Unit – 11 Maths for Computing Assignment 01 23 Extended Proof Customer A = 1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25 Customer B = 1, 5, 9, 13, 17, 21, 25 Customer C = 1, 7, 13, 19, 25 Customer D = 1, 9, 17, 25 B) Briefly explain the technique you used to solve (a). The procedure I used to tackle the above issue was LCM. Comparable to HCF however rather than the best common divisor, LCM gives the slightest common numerous of at least two numbers. LCM is the smallest or least positive integer that is separable by a progression of numbers. The extended proof approves the appropriate response received by the LCM technique. Part 2 3) This question depends on the subject of arithmetic progression. As indicated by the question, logs are piled in a sequence. There are 24 at the bottom and 10at the top. There are 15 rows of logs and each line has one log more than the one above it. First I might want to make an arithmetic progression equation to approve the progression. I would track down the last log (15) value and it should be 24 as in the question. Working for arithmetic progression 1st term = 10 (a) Common difference = 1 Row No = 15 An = a1+ (n-1) d a15 = 10 + (15-1)1 a15=10+14 a15= 24 Now that we received the same value as expected, we could find the total value of logs in the pile. Unit – 11 Maths for Computing Assignment 01 24 Methods for the sum of logs in the pile Figure 4 Methods for the sum of logs in the pile There are 255 logs in the pile. B) Briefly explain the technique you used to solve (a). Since the above question depended on arithmetic progression I utilized the method of discovering the sum of the nth terms. Arithmetic progression is an arrangement of numbers that has a consistent normal distinction between the terms. Factors like the initial term, last term, normal difference and the nth term are utilized to unravel the sums. In the above question, I found both the sum and an nth term for demonstrating. The equation I used to get the sum is utilized when the initial term and the all outnumber of terms are known Unit – 11 Maths for Computing Assignment 01 25 4) This question is based on geometric progression. a) Find the total amount of money an employee would earn in a 10-years career. 1st term – Rs. 50,000 4 % increase of salary each year. 2nd year – 50000*104/100 = 52000 Common ratio – 52000/50000 = 26/25 Total sum of money earned by the employee in 10 years Figure 5 Formula Formula to be used Method Figure 6 Equation of the geometric progression The above method shows the equation of the geometric progression alongside the complete sum in 10 years. The representative would get a sum of Rs. 600,305 toward the finish of 10 years. Unit – 11 Maths for Computing Assignment 01 26 b) Briefly explain the technique you used to solve (a). The method I used to unravel the above issue was a geometric progression. Geometric progression is comparative to arithmetic progression but rather than including terms, the geometric progression has multiplying terms. There is a typical ratio between each term. This ratio is generally utilized while tackling issues. Within the assignment, I settled the equation by discovering the sum of the geometric progressions by the particular equation. Part 3 5) Modular arithmetic A/B = Q remainder R In this equation we can see that: A – Dividend B – Divisor Q – Quotient R – Remainder In some circumstances it is important for us to look for the remainder in these cases we use the term called modulo operator (MOD). To find the mod in this equation we can change it as: - A MOD B = R Using the clock method to find the MOD is widely used in the present Ex: - 8 MOD 4 Figure 7 Clock method From the above clock method we can see that since the last term ended in 0. 8 MOD 4 will be 0. So it’s clear that using the clock method is helpful in solving questions based on MODs Unit – 11 Maths for Computing Assignment 01 27 Multiplicative inverse Multiplicative inverse is another chapter included in modular arithmetic. The multiplicative inverse of any number is simply 1/n. this is also called reciprocal of a number similar to opposite. When this comes into modular arithmetic it’s a bit complicated. There are many methods to solve this. We use the MOD function to find the multiplicative inverse in Modular arithmetic instead of division. Modular inverse of A (MOD C) is A^-1 (A* A^-1) ≡ 1 (MOD C) or equal to (A* A^-1) MOD C =1 With the above two equation it’s clear that multiplicative inverse of modular is different than the normal multiplicative inverse. In our question we are about to find the multiplicative inverse of 6MOD13 We are using a different method to approach this question. The equation which I am using to solve this is: - A*B MOD C = 1. Method Figure 8 Multiplicative inverse of a modular arithmetic term By using the above method we can easily figure the multiplicative inverse of a modular arithmetic term. 6 MOD 13 = 11 Unit – 11 Maths for Computing Assignment 01 28 6) Usage of prime numbers for computing This rule, called the prime factorization rule, is called something as well: the fundamental the borem of Arithmetic. It makes sense when we think about what primes are, numbers that can’t be pulled apart any further. So as we try to pull apart any number into two numbers, and then pull those apart into two numbers if possible, and so on, we will eventually be left only with primes. This all might seem like nothing more than a cool mathematical oddity. But it becomes important thanks to one simple additional fact: As far as the best mathematician and computer scientist have been able to determine, It is totally impossible to come up with a truly efficient formula for factoring large numbers into primes. That is to say, we have ways of factoring large numbers into crimes, but if we try to do it with a 200 Digit number, or a 500 - digit number, using the same algorithms we would use to factor a 7 - digit number, the world’s most advanced super computers still take absurd amount of time to finish. Like timescales longer than the formation of the planet and, for extremely large numbers, longer than the age of the universe itself. So, there is a functional limit to the size of the number we can factor into prime, and this fact is absolutely essential to modern computer security. Pretty much anything that computers can easily do without being able to easily undo will be of interest to computer security. Modern encryption algorithms exploit the fact that we can easily take two large primes and multiply them together to get a new, super large number, but that no computer yet created can take that super large number and quickly figure out which to primes went into making it. This math level security allows what’s called public key cryptography or encryption where we don’t have to worry about publishing a key to use in encrypting transmissions, because simply having that key (A very large number) won’t help anyone to undo the encryption it created. In order to undo the encryption, and read the message, you need the prime factors of the key used for encryption and as we have been saying, that’s not something you can just figure out on your own. (Esoft 2021, 2021) Unit – 11 Maths for Computing Assignment 01 29 Task 02 Part 1 1) Conditional probability Conditional probability is one of the foremost imperative concepts in probability theory. This theory can be essentially applied to any movement when there is extra data. Condition probability is the probability of an event happening when another event has already happened. It is additionally important to be beyond any doubt that conditional probability doesn't generally have a causal relationship and it moreover doesn't say that both events take place simultaneously. One event must happen before the other. Figure 9 Conditional probability formula The idea of the conditional probability formula is one of the quintessential ideas in probability theory. The probability conditional formula gives the proportion of the probability of an event, say B given that another event, say A has occurred. The Bayes' theorem is utilized to decide the conditional probability of event A, considering that event B has occurred, by knowing the conditional probability of event B, considering that event A has occurred, additionally the individual probabilities of events A and B. The formula for conditional probability is: P (A | B) = P (A and B)/P (B) It can also be written as, P (A|B) = P (A∩B) P (B) (cuemath) Unit – 11 Maths for Computing Assignment 01 30 Example for a conditional probability event The scenario is as follows, a teacher gives two tests to students namely Math and IT. 25% students passed both tests while 40% of the students passed the math test. What percent of those who passed the math test also passed the IT test? Solution Students who passed Math test = 40% Students who passed both test = 25% I will take event A as students who passed Math and event B as students who passed IT. P (A) = 40% = 0.40 P (A ⋂ B) = 25% = 0.25 To find the students who passed math test also passed the science test. I would apply the formula. Condition of B given that A = P (B | A) = P (A ⋂ B) / P (B) = 0.25 / 0.40 = 0.625 = 62.5% The above arrangement shows us the essential idea of conditional probability and how it functions. Understanding the information and applying them likewise is the key point in this theory. Rather than this theory the tree diagram, Bayes theorem, and so on can be utilized to discover the answer. Unit – 11 Maths for Computing Assignment 01 31 a) Find the probability that a randomly selected customer either purchased Biscuits or Milk Customers = 25 Purchased biscuits = 05 Represented by B Purchased milk = 10 Represented by M Purchased fruits = 08 Represented by F Purchased both milk and fruits = 06 Representing the information in a Venn diagram Figure 10 Venn diagram 1 This is the first Venn diagram I made with every one of the raw data. In the wake of addressing the data in the Venn diagram, I had the option to make it in a more valid and clear manner as the underneath diagram. Unit – 11 Maths for Computing Assignment 01 32 Figure 11 Venn diagram 2 The second Venn diagram appears a bit clear view with legitimate data representation. Since Biscuits didn’t have any connection with milk or fruits I separated it away as an individual event. Besides, ready to see that 8 customers didn’t purchase anything as well. Presently able to utilize this Venn diagram to unravel the questions. a) Probability of a random customer buying either biscuits or milk. Probability of Milk = 10/25 Probability of Biscuits = 5/25 Probability of a customer buying either biscuit or milk (B ∪ M) 10/25 + 5/25 = 15/25 = 3/5 Probability of a customer buying either biscuit or milk is 15/25 or 3/5. Unit – 11 Maths for Computing Assignment 01 33 b) Showing that the events “randomly selected customer purchased milk” and “the randomly selected customer purchased Fruits” are independent. Formula to find whether the events are independent = P (A ∩ B) = P (A). P (B) When connected with our scenario A and B changes into Milk and Fruits, therefore able to utilize this situation to discover the solution. P (M ∩ F) = P (M). P (F) 6/25 = 10/25 * 8/25 6/25 = 16/125 Since they are not equal, it demonstrates that the events are not independent 3) Total population A 45% B 20% C 35% Support for Liberal Candidate A 40% B 30% C 60% To move on with the questions I would like to draw my tree diagram for the scenario. I would be using the tree diagram technique to solve the following questions with evidence. Unit – 11 Maths for Computing Assignment 01 34 Tree diagram Figure 12 Tree diagram The above tree diagram shows a summary of the probabilities of liberal and non-liberal candidates winning and losing in each state according to their population. With these data we can solve our questions. a) Randomly selected voter does not support liberal candidate and lives in State A. 45/100 * 60/100 = 27 /100 The probability of a voter does not support liberal and lives in state A is 27/100. b) Probability of a randomly selected voter supports liberal candidate. To get this answer we should add up all the fractions of people who support liberal candidates. 18/100 + 6/100 + 21/100 = 45/100 The probability of a voter who supports liberal in all 3 states is 45/100. Unit – 11 Maths for Computing Assignment 01 35 c) Given that the random selected voter supports liberal candidate, find the probability that the selected voter is from state B. P (voter lives in state B |voter supports liberal candidate) = P (B ∩ L) / P (L) = 20/100 (population of B) * 30/100 (liberal percentage in B) / 45/100 (total B) = 1/5 * 3/10 / 45/100 =3/50 / 45/100 =3/50 * 100/45 = 6/45 or 2/15 The probability of a selected voter supporting liberal candidate and that voter is from state B is 6/45 4) To solve this arrangement of questions I would utilize the tree diagram procedure. The tree diagram will include 4 branches for the very first set and afterward grow from that point. I might want to display the tree diagram first to comprehend the information all the more clearly. Hearts 6 Cards Clubs 7 Cards Diamonds 8 Cards Scorpions 5 Cards Since there are 4 variables in the tree diagrams, it is too big when showing the probability of the events. In this manner, I would separate my tree diagram into more modest parts for a clear arrangement. Unit – 11 Maths for Computing Assignment 01 36 Complete Diagram Figure 13 Complete Diagram Unit – 11 Maths for Computing Assignment 01 37 Hearts Figure 14 Hearts In the above diagram, we can see the Probability of each event of the hearts in the box. Unit – 11 Maths for Computing Assignment 01 38 Clubs Figure 15 Clubs In the above diagram, we can see the probability of each event of the Clubs in the box. Unit – 11 Maths for Computing Assignment 01 39 Diamonds Figure 16 Diamonds In the above diagram, we can see the probability of each event of the diamonds in the box. Unit – 11 Maths for Computing Assignment 01 40 Scorpions Figure 17 Scorpions In the above diagram, we can see the probability of each event of the scorpions in the box From these diagrams, we have seen the tree diagram of each variable and event we can get a clear thought of how the probability is divided among all the possible results. Unit – 11 Maths for Computing Assignment 01 41 a) Find the probability that the both selected cards are Hearts. In this scenario, we need to consider that the card picked on the two events is hearts. In this manner, as indicated by that we need to discover its probability. By referring to the tree diagram we can get the probability of all the sets needed for the sum. Method 6/26 * 5/25 = 3/65 Within the first sum, I multiplied the full value of hearts with the 1st card and after that result with the probability of the 2nd card. So the final probability of receiving both cards as heart is 3/65 b) Find the probability that one card is Clubs and the other card is Diamonds. In this scenario, we need to discover all the possibilities of getting one card as club and another card as diamond. First of all, I would like to list out those possibilities. P (Club, Diamond), P (Diamond, Club) Method P (Club, Diamond) 7/26 * 8/25 = 28/325 P (Diamond, Club) 8/26 * 7/25 = 28/325 28/325 + 28/325 = 56/325 The probability of getting diamond and club is 56/325 Unit – 11 Maths for Computing Assignment 01 42 c) Find the probability that the both selected cards is from the same type. For this question, we have to find a series of probabilities and after that add them to urge the collective probability. I will utilize the same method I utilized within the first question to discover the same sort of cards on both events. Method Hearts 6/26 * 5/25 = 3/65 3/65 * 4/24 = 1/130 Clubs 7/26 * 6/25 = 21/325 21/325 * 5/24 = 7/520 Diamonds 8/26 * 7/25 = 56/650 56/650 * 6/24 = 7/325 Scorpions 5/26 * 4/25 = 2/65 2/65 * 3/24 = 1/260 Probability of getting the same cards on both instances 1/130 + 7/250 + 7/325 + 1/260 = 121/2600 Unit – 11 Maths for Computing Assignment 01 43 Part 2 5) Random variables A random variable (stochastic variable) may be a sort of variable in statistics whose possible values depend on the results of a certain random phenomenon. Since a random variable can take on distinctive values, it is commonly labeled with a letter (e.g., variable “X”). Each variable has a particular probability distribution function (a mathematical function that represents the probabilities of events of all conceivable results). Types of Random Variables Random variables are classified into discrete and continuous variables. The most contrast between the two categories is the sort of possible values that each variable can take. In addition, the sort of (random) variable suggests the specific strategy of finding a probability distribution function. Discrete Random Variables A discrete random variable is a (random) variable whose values take just a limited number of values. The best illustration of a discrete variable is a dice. Throwing dice is a simple random event. At the same time, the dice can take just a limited number of results {1, 2, 3, 4, 5, and 6}. Every result of a discrete random variable contains a specific probability. For instance, the probability of each dice result is 1/6 on the grounds that the results are of equal probabilities. Note that the entire probability result of a discrete variable is equal to 1. Continuous Random Variables Not at all like discrete variables, can continuous random variables take on a boundless number of possible values. One of the cases of a continuous variable is the returns of stocks. The returns can take a boundless number of possible values (as percentages). Due to the over reason, the probability of a certain result for the continuous random variable is zero. In any case, there's continuously a non-negative probability that a certain result will lie inside the interval between two values. (corporatefinanceinstitute) Unit – 11 Maths for Computing Assignment 01 44 Key Differences between Discrete and Continuous Variable The statistical variable that assumes a limited set of data and a countable number of values, at that point it is called a discrete variable. As against this, the quantitative variable which takes on an infinite set of data and an uncountable number of values is known as a continuous variable. For non-overlapping or something else known as mutually inclusive classification, wherein both the class constrain are included, is appropriate for the discrete variable. On the contrary, for overlapping or say commonly exclusive classification, wherein the upper class limit is excluded, is appropriate for a continuous variable. In a discrete variable, the range of specified numbers is complete, which isn't within the case of a continuous variable. Discrete variables are the variables, wherein the values can be obtained by counting. On the other hand, Continuous variables are the random variables that measure something. Discrete variables accept independent values whereas continuous variables assume any value in a given range or continuum. A discrete variable can be graphically represented by isolated points. Not at all like a continuous variable which can be shown on the chart with the assistance of associated points. Discrete Continuous Discrete variable alludes to the variable that Continuous variable implies the variable expects a limited number of isolated values. which assumes an interminable number of diverse values. Complete Incomplete Values are obtained by counting. Values are obtained by measuring. Non-overlapping Overlapping Distinct or separate values. Any value between the two values. Isolated points Connected points (keydifferences) Unit – 11 Maths for Computing Assignment 01 45 6) Discrete Random Variables Two fair cubes are rolled and x represents the difference between the values of the two cubes. Ex: - cube1 – cube2 =1–5 = -4 Such as this we have to discover out all the possible results of the difference between the values of two cubes. To solve this part I would like to utilize a sample space to show all the possible results of the scenario. Sample space of the difference of values in two cubes Figure 18 Sample space of the difference of values in two cubes Here I utilized a basic equation of X = C1 – C2 to get the final output values of the X variable. Presently that we have all the values ready to turn to our questions Unit – 11 Maths for Computing Assignment 01 46 a) Find the mean of this probability distribution. (I.e. Find E[X]) The mean of the probability distribution or in other terms the expected value is the weighted average of all possible values that the random variable can take on. To find the expected value of the random variable the sum of the probability of each possible result has to be multiplied with the value itself. The equation for finding the mean is E[X] = Ex . P (x) To move forward I will add the probability table with its values. Figure 19 Probability table Unit – 11 Maths for Computing Assignment 01 47 Next I will replace the values from the table to the mean equation. Method Figure 20 Method Within the above picture, I replaced the equations with x variables and the probability values. Since the denominator is the same (36) I cut it off within the below picture and utilized only the numerator to solve the question. Figure 21 After solving the equation After solving the equation the result of the mean value of variable X is E [X] = 0/36 Unit – 11 Maths for Computing Assignment 01 48 b) Find the variance and standard deviation of this probability distribution. (I.e. Find V[X] and SD[X]) Next I have to find the variance and the standard deviation of the discrete random variable. Variance – Var (X) = E (X2) – [E (X)] 2 Standard Deviation – √Var (X) By utilizing the over equation I got to discover the variance and the standard deviation of the probability distribution. As the equation states I had to take the values of E (X2) first to minus it with the E (X)2. The picture portrays the step by step procedure of how I solved the new equation E (X2). Figure 22 Step by step procedure table 1 & 2 Unit – 11 Maths for Computing Assignment 01 49 Figure 23 Step by step procedure table 3 Unit – 11 Maths for Computing Assignment 01 50 Figure 24 Answer after adding all the new values of X After adding all the new values of X I got the answer as 5.83333 as a recurring value. With this, I moved forward to urge the square of the earlier anticipated value of our probability. Since it was 0 the value of E (X) 2 will be 0 as well. In this manner at last when I subtract both the values I will ultimately pick up the value of 5.83333 (recurring) value as our variance for our discrete random variable. Variance = 5.83333 (recurring) Unit – 11 Maths for Computing Assignment 01 51 In order to find the standard deviation I have to find the square root of the Var (X). Figure 25 Standard deviation Since our variance is 5.83333 (recurring) I had to find the square root of it which brings us a value of 2.4152. So our standard deviation is = 2.4152 The following half of the question consists of a replacement equation. Here we need to replace the values of X with the given equation. The following are the conditions given. A = X-10 and B = [(1/2) X]-5 In this manner, again I have to create a new probability table after replacing these values. Replaced values for X appear on the following page. Both the following pictures appear, how X is replaced with new values according to the given equations. Unit – 11 Maths for Computing Assignment 01 52 c) Figure 26 Mean values of A and B (E (A) and E (B E (A) = -10 E (B) = -5 From the above image I would like to say that the mean values of A and B (E (A) and E (B)) were successfully found. d) Variance for A To find the variance of both A, I would be using the below equation. Figure 27 Variance of A As the above images depicts the Variance of A is = 5.83 (Recurring) Unit – 11 Maths for Computing Assignment 01 53 Variance for B To find the variance of B, I will use the below equation. Figure 28 Variance of B As the above picture depicts the Variance of B is = 1.4583 e) Differences or similarities of scores Arnold and Brian roll two fair cubes. Arnold records his score using random variable A. Brian records his score using random variable B. They repeat this process for a large number of times. Compare their scores and comment any likely differences or similarities of their scores. o The similarity between the scores of Arnold and Brian will be that their total scores will be roughly zero. o The contrast will be that Arnold’s score should be more different than Brian's. Unit – 11 Maths for Computing Assignment 01 54 7) Within the following question, we are given the probability distribution of the variable Y which is a constant variable. Here the value K is constant. Y=y 1 2 3 4 5 P(Y=y) 1/3 1/6 1/4 k 1/6 a) Find the value of K In arrange to discover the value of K, we have to get it one of the fundamental theorems in a probability distribution. That's the sum of the probabilities is equal to 1. So This means the sum of the probability P(Y) will be equal to 1. In this manner in case we implement this in our issue we would be able to urge the value of K. Method 1/3 + 1/6 + 1/4 + K + 1/6 = 1 If we take 12 as the common factor then, 4/12 + 2/12 + 3/12 + 2/12 + K = 1 11/12 + K = 1 1 – 11/12 = K 1 / 12 = K K = 1 / 12 b) Find P (Y≤3) Value of probability when P (Y < 3) Method P (Y < 3) = P (3) + P (2) + P (1) = 1/4 + 1/6 + 1/3 = 9 /12 = 3 / 4 P (Y < 3) = 3 / 4 Unit – 11 Maths for Computing Assignment 01 55 c) Find P(Y>2) Value of probability when P (Y >2) Method P (Y > 2) = P (3) + P (4) + P (5) = 1/4 + 1/12 + 1/6 = 6 /12 = 1 / 2 P (Y > 2) = 1 / 2 Part 3 10) Binomial Distribution Titans Cricket team has a winning rate of 75 %. The team is playing 10 matches in the next season. a) Let X is the number of matches that will be won by the team. What are the possible values of X? X = Number of matches won by the team Possible values of X – 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, and 10 b) What is the probability that the team will win exactly 6 matches? Finding the probability that the team will win exactly 6 matches Binomial dispersion has as it were two results success and failure. With this theory, we seem to recognize the probability of certain scenarios. In this question, we got to discover the probability of the team winning exactly six matches. Before solving the question I would like to point out the vital factors within the equation. P – Success Q – Failure n – Number of trials x – 0, 1, 2…10 Success rate = P = 0.75 or 75 % Failure rate = q = 0.25 or 25 % I will use these factors to solve the questions. Unit – 11 Maths for Computing Assignment 01 56 Method Figure 29 Final result of the question The over picture portrays the workings and the final result of the question. As the question states, I had to discover the probability of the team winning exactly 6 matches. Hence I replaced the factors with the given values and after that solved the question concurring to the equation (appeared within the picture). So the probability of the team winning exactly 6 matches is 0.1457001 Unit – 11 Maths for Computing Assignment 01 57 c) What is the probability that the team will lose 2 or fewer matches? Under this scenario, I have to replace the values of X with the given conditional clause which is “two or less”. This implies that the team is progressing to lose 2 or fewer matches which implies at that point they are planning to win 8 or more matches. The working for this question is as takes after. Figure 30 Final probability After extricating the values of each value of X, These have to be included together to urge the final result. 0.281559 + 0.1877 + 0.056314 = 0.525573 So the final probability of the team losing 2 or less matches is 0.526 Unit – 11 Maths for Computing Assignment 01 58 d) What is the mean number of matches that the team will win? Finding the mean number of matches the team will win. The equation to find the mean of a binomial distribution is, E (X) = n * p So based on this equation we can discover the mean value of the team winning matches. E (X) = n * p E (X) = 10 * 0.75 = 7.5 Mean of the number of matches the team will win is 7.5 e) What are the variance and the standard deviation of the number of matches that the team will win? Variance and the standard deviation of the number of matches the team will win. Formula for Variance and Standard Deviation are, Var (X) = n * p * q S.D (X) = – √Var (X) When we apply this equation to the scenario we will get the variance and the standard deviation. Var (X) = n * p * q = 10 * 0.75 * 0.25 = 1.875 Variance of X is 1.875 S.D (X) = √Var (X) = √ 1.875 = 1.3693 Standard deviation of X is 1.3693 Unit – 11 Maths for Computing Assignment 01 59 11) Normal Probability Distribution Normal probability distribution includes continuous variables. 45 Students in grade 10 Mean height of the students – 154cm Standard deviation – 2cm Height of Alex – 163cm Would Alex’s height be an outlier in the event that the height of the students was ordinarily conveyed? So with the over factors, we need to discover whether Alex’s height is an exception or not. In ordinary probability distribution, we consider three fundamental factors they are, M – Mean σ – Standard deviation σ2 - Variance Other than this a bell-formed chart can be drawn to represent the data. Next I will replace all the variables with the factors M – 154 σ – 2cm Alex’s height – 163 Unit – 11 Maths for Computing Assignment 01 60 Next I will be utilizing an equation to discover the extraordinary values of the instance. In case Alex’s height resides above or underneath the value limit at that point it’s considered as an outlier. Extreme Values are under and above Figure 31 Extreme Values The values should be in between 148 < X < 160 So according to our theorem, since Alex’s height (163) lies above 160 is considered as an extreme value or in other terms an outlier. Unit – 11 Maths for Computing Assignment 01 61 12) Battery life is normally distributed with a mean of 90 days and a standard deviation of 3 days. a) About what percent of the products last between 87 and 93 days? Percent of the products last between 87 and 93 days. Giving the normal distribution curve Method Figure 32 Normal distribution curve between 87 and 93 days Unit – 11 Maths for Computing Assignment 01 62 Mean = 90 SD = 3 Figure 33 after finding the answer To obtain the percentage I have to multiply the final value by 100 which leave us with the answer 0.68268 * 100 = 68.3%. Unit – 11 Maths for Computing Assignment 01 63 b) About what percent of the products last 84 or fewer days? Battery life last 84 or less days Method Figure 34 Normal distribution curve for 84 or less days Unit – 11 Maths for Computing Assignment 01 64 Figure 35 after finding the answer To find the percentage I multiply the Z score with 100. The percentage of X being 84 or less is 0.2275 * 100 = 22.75% Unit – 11 Maths for Computing Assignment 01 65 c) About what percent of the products last between 89 and 94 days? Percentage of products last between 89 and 94 days Method Figure 36 Normal distribution curve between 89 and 94 days Unit – 11 Maths for Computing Assignment 01 66 Figure 37 after finding the answer The percentage of products lasting between 89 to 94 days is 0.53754 * 100 = 53.8% Unit – 11 Maths for Computing Assignment 01 67 d) About what percent of the products last 95 or more days? Percentage of products lasting 95 days or more Method Figure 38 Normal distribution curve for 95 or more days Unit – 11 Maths for Computing Assignment 01 68 Figure 39 after finding the answer The percentage of products lasting more than 95 days is 0.04746 * 100 = 47.5% Unit – 11 Maths for Computing Assignment 01 69 13) In computer science, probability theories are employed more frequently. Huge support for these notions has resulted in numerous new innovations and creations. Most natural causes are also challenged by the theories covered under likelihood. People want to believe in luck and chance, but when they consider these possibilities in terms of probability, they see the tremendous potential of this topic. From throwing a coin to gambling, probability has come a long way. It has also played an important part in computer science up to this point. Probability is employed in a variety of computer settings, from calculating a computer's lifespan to machine learning.As can be seen, probability theory has played an important role in nearly every element of computing. Those creations include hashing and load balancing. Hashing Hashing is the most frequent method for creating hash tables. A hash table is a list that maintains key/value pairs and allows you to access any entry by its index. We may use a hash function to map the keys to the size of the table because there is no limit to the number of key/value pairs; the hash value becomes the index for a given element. A simple hashing method would be to compare the key's modular (if it's numerical) to the table's size: Index = key MOD table size Data encryption also employs hashing. Passwords can be saved as hashes, preventing plaintext passwords from being accessed even if a database is hacked. Popular cryptographic hashes include MD5, SHA-1, and SHA-2. The birthday paradox is a probability application. This has an odd idea behind it, but it is mathematically provable. Consider that did at least two people with the same birthday appear in nearly half of the groupings of 23 or more people. When comparing birthday probabilities, it's sometimes easier to look at the probability that persons don't share a birthday. The birthdate of a person is one of 365 possibilities (excluding February 29 birthdays). Because there are 364 days that are not a person's birthday, the likelihood of having the same birthday as another person is 364 divided by 365. This means that there's a 364/365, or 99.726027 percent, probability that no two people's birthdays are the same. As previously stated, there are 253 possible comparisons or combinations in a group of 23 people. So we're looking at 253 different comparisons instead of just one. Every one of the 253 combinations has the same chance of not being a match: 99.726027 percent. If you multiply 99.726027 percent by 253, or calculate (364/365)253, you'll get that there's a 49.952 percent chance that none of the 253 comparisons Unit – 11 Maths for Computing Assignment 01 70 are identical. As a result, the chances of finding a birthday match in those 253 comparisons are 1 – 49.952 percent = 50.048 percent, or slightly more than half! The closer the actual chance approaches 50%, the more trials you conduct. This is where the birthday paradox and hashing come into play. We can find the rate of hash collisions using this birthday paradox now that we know what a hash collision is. If we consider the buckets in a hash table to be the days in a calendar, there is a good possibility that two values will fall into the same index. This is when the birthday paradox comes into play in determining the hash table's likelihood rate of collision.Double hashing is a better developed solution that normal hashing. It generates probe sequences that depend on the key instead of being the same for every key. It also hashes the key for the second time using a different hash function, to avoid collisions between keys and encodings. Load balancing Load balancing is a strategy that is employed to prevent this from happening. The word itself explains the technique's nature, which divides the work evenly across the servers. The division of labor is influenced by a number of factors.Load balancing can be explained in two ways: concretely and analytically. In the concrete form, a public-facing server accepts user requests and forwards them to a back-end server, which processes them and responds to the user. When you have a billion users and a million servers, you want to route requests so that no single server receives an excessive number of requests, or the users would experience delays. Furthermore, you're concerned that the League of Tanzanian Hackers is attempting to bring your website down by sending you requests in a specific order in order to disrupt your load balancing mechanism.This is mostly employed in the networking business due to its ability to efficiently distribute job load. These concerns affect even the largest data centers of significant corporations on a daily basis.Let's consider a case in which we have a finite number of servers. Node services must be available 24 hours a day, seven days a week. Consistent hashing is an example of a technique for dividing the workforce. Another technique that can be used to connect users and servers is the equation server = node MOD no.of servers.Other algorithm techniques include: First Come First Serve (FCFS) – this refers to the moment a user connects to the server. Round robin method - In a group brainstorming context, the "Round robin" option is a technique for generating and developing ideas. It is based on an iterative process that builds on the contributions of Unit – 11 Maths for Computing Assignment 01 71 each participant in a series of written or verbal variations. This uses a simple formula that sends nodes to servers in the same order. Server 1 is served by nodes 1, 3,5,7,9, whereas server 2 is served by nodes 2,4,6,8. If there is a performance disparity between the servers, this solution will not work. If that's the case, we can utilize the weight round robin method to assign one server *more nodes than the other.In our example we took the MOD values for differentiating. By this we can see applications of probability playing a helpful role in load balancing. In order to protect the uptime of the server we use the hashing technique to connect the servers with the nodes. This is another instance where we use probability to help maintain the stability of the system. Finally, I'd like to point out that hashing and load balancing are two major innovations in two critical areas of IT. And probability applications have played a critical role in successfully elevating these functions. (stanford) (educative) (scientificamerican) (mindtools) (jeremykun) Unit – 11 Maths for Computing Assignment 01 72 Task 03 Part 01 Circle 1) Find the equation (formula) of a circle with radius r and center C (h, k) and if the Center of a circle is at (3,-1) and a point on the circle is (-2,1) find the formula of the circle. Method Figure 40 Equation to recognize the two fundamental factors The above picture portrays the equation to recognize the two fundamental factors, the point in a circle and the center. Here we utilized the equation (x-h)2 + (y-k)2 = r2 to recognize the radius of the circle first. At that point, we utilized the same equation once again with the radius to derive the new equation of the circle. The below picture appears the workings of this process. Unit – 11 Maths for Computing Assignment 01 73 The formula of the circle is:(X - 3)2 + (Y + 1)2= 29 Figure 41 after finding the equation OR X2 – 6X + Y2 + 2Y -19 = 0 2) Find the equation (formula) of a sphere with radius r and center C (h, k, l) and show that x2 + y2 + z2 - 6x + 2y + 8z - 4 = 0 is an equation of a sphere. Also, find its center and radius Area of the Sphere The 3D shape of the circle is the sphere. Same as there's an area to 2D shapes there's a way to discover the area to 3D shapes as well. In this question, I have to discover the equation of a sphere together with its center and radius. Sphere consists of:Radius – r Center – C (h, k, l) Unit – 11 Maths for Computing Assignment 01 74 Prove that x2 + y2 + z2 - 6x + 2y + 8z - 4 = 0 is an equation of the sphere. Find the center and the radius. Method Unit – 11 Maths for Computing Assignment 01 75 Figure 42 Equation of sphere The over picture Figure 43 Method of getting the suitable equation for the circle appears as the method of getting the suitable equation for the circle. Here I made the given equation to squares so that I can get the center through the second digit of the brackets. Also, I found the radius by the square root. Subsequently, as the over picture appears, I have effectively found the equation for the circle along with the radius and the center of the circle. Center – (3, -1, -4) Radius - √30 – 5.477 3) If a= (i+3j-k), b= (7i-2j+4k), find the area of the Parallelogram. Area of the Parallelogram Find the area of the parallelogram when, a= (i+3j-k), b = (7i-2j+4k) Method Unit – 11 Maths for Computing Assignment 01 76 Figure 44 Area of the Parallelogram The final area of the parallelogram for the given variable is 27.386cm2 Part 2 4) If 2x - 4y =3, 5y = (-3)x + 10 are two functions. Evaluate the x, y values using graphical method Functions in graph Unit – 11 Maths for Computing Assignment 01 77 Figure 45 Finding the X and Y values for our graph (pic 1) Unit – 11 Figure 46 Maths for Computing Finding the X and Y values for our graph (pic 2) Assignment 01 78 I have found the X and Y values for our graph. Next step is to plot it in a Cartesian plan. Graph Unit – 11 Figure 47 Graph Maths for Computing Assignment 01 79 In the above graph, the black dots represent the points of our X and Y axis. Other than that we seem to see the intersection of both these straight lines are (2.5,0.5). Values of X and Y in the equation 4y =2x -3 X -2 -1 0 1 2 Y -1.75 -1.25 -0.75 -0.25 0.25 Values of X and Y in the equation 5y = (-3) x +10 X -2 -1 0 1 2 Y 3.2 2.6 2 1.4 0.8 So the final X and Y values of the intersection will be (2.5,0.5). Unit – 11 Maths for Computing Assignment 01 80 5) Evaluating the surfaces in R3 as the following y=4 z=5 Figure 48 3D model of R3 space The above picture is a 3D model of R3 space. As we know this represents {(x, y, z), z = 5} as of all points in R3 whose coordinate is equal to 5. Moreover, we are able to show that the Z plane is horizontal (red) and parallel to the XY plane (Red and blue) by 5 units. So I could say that Z plane is parallel to both XY plane by 5 units. Whereas the Y Plane is too parallel to ZX by 4 units Unit – 11 Maths for Computing Assignment 01 81 6) Volume of Tetrahedron Method Figure 49 Volume of Tetrahedron As appeared within the above picture the volume of a substance or a shape is found by the area of base multiplied by its perpendicular height. To discover the volume of the tetrahedron I am using the vector strategies. The first equation shown within the picture incorporates the cos value but to solve the condition I expect that cos is 0. So that I can get an amount of 1 (Cos 0). So as the final equation we will be getting 1/6 | (a * b). h | Unit – 11 Maths for Computing Assignment 01 82 Figure 50 after effectively executing the derived equation with the given values (pic 1) Figure 51 after effectively executing the derived equation with the given values (pic 2) As the over pictures portray, after effectively executing the derived equation with the given values. I received the final volume of the tetrahedron as 16.5 cm3 Unit – 11 Maths for Computing Assignment 01 83 Task 04 Part 1 Differentiation 1) Determine the slope of the following functions. i. f(x) = 2x – 3x4 + 5x + 8 ii. f(x) = cos(2x) + 4x2 – 3 The slope of the function can be solved through the following method. I. F (x) = 2x – 3x4 + 5x + 8 Figure 52 Answer for the function 1 The slope of the above function is F’ (x) = – 12 X3 + 7 II. F (x) = cos (2x) + 4x2 – 3 Figure 53 Answer for the function 2 The slope of the above function is F’ (x) = -2Sin (2X) + 8X Unit – 11 Maths for Computing Assignment 01 84 2) Let the displacement function of a moving object is S (t) = 5t3 – 3t2 + 6t. What is the function for the velocity of the object at time t? I have given a displacement function S (t) = 5t3 – 3t2 + 6t and I have to velocity of the object as a function. Figure 54 Velocity Function for the moving object Velocity Function for the moving object is V (t) = 15t2 – 6t + 6 Unit – 11 Maths for Computing Assignment 01 85 Part 2 3) Find the area between the two curves f(x) = 2x2 + 1 and g(x) = 8 – 2x on the interval (-2) ≤ x ≤ 1 Area Between two curves Finding the area between two curves; F(x) = 2x2 + 1 and g(x) = 8 – 2x on the interval (-2) ≤ x ≤ 1 First I have to figure out the bigger function out of f(x) and g(x). Method Figure 55 Values of the integrated values of the functions (pic 1) Unit – 11 Maths for Computing Assignment 01 86 Figure 56 Values of the integrated values of the functions (pic 2) The answers got from the over two tables are the values of the integrated values of the functions. By solving the two functions I had the option to get two values and through this, I could sort out the greater value to discover the area. F (X) = 9<G (X) = 27 Unit – 11 Maths for Computing Assignment 01 87 The area between the curves will be; Figure 57 Area between the curves Area between the two curves are = 18 Unit – 11 Maths for Computing Assignment 01 88 Graph Figure 58 Area between the curves in a graph Above picture shows the area of the two curves. (Purple Color) Unit – 11 Maths for Computing Assignment 01 89 4) Finding units through integration In this question, I need to discover the increment of trees in a specific forest through a rate of 3t 2 + 5t + 6 every year. This must be trailed by the level of oxygen that must be increased regarding the trees. This oxygen increment will be 4 units for every 100 trees. Moreover, the measure of oxygen should be found for the following three years. Method Figure 59 No. of oxygen units increased No. of oxygen units increased =270 units Unit – 11 Maths for Computing Assignment 01 90 Part 3 5) Differentiation with graphs In this question we are asked to sketch a graph for f(x) = x5- 6x3 + 3by applying differentiation methods to find: Increasing and decreasing Maximum and minimum Concave up and concave down intervals Inflection points To draw the chart, I need to recognize the fixed points in the equation. X and Y values must be found before drawing the chart. In this way, I utilized the first derivative of the equation to recognize the values. Method Figure 60 Method Unit – 11 Maths for Computing Assignment 01 91 Figure 61 discovering the plots where the graph is curved In the above pictures, I found the X values for plotting the diagram and I replaced these X values into the main to recognize the Y values. From this method, we had the option to discover the plots where the graph is curved. Points are: (0, 3) (-1.9, 19.39) (1.9, -13.39) Unit – 11 Maths for Computing Assignment 01 92 The next step is to identify the second derivative to find the concave upwards/ downwards. Method Figure 62 identifying the second derivative to find the concave upwards/ downwards Here the 2nd derivative will be - 20x3 -36x The values found by this equation will be used to identify the concave upwards and downwards. Unit – 11 Maths for Computing Assignment 01 93 X Increase/ Decrease -∞ , -1.9 Increase -1.9 , 0 Decrease 0 , 1.9 Decrease 1.9, ∞ Increase To find the minimum and maximum value, the increasing and decreasing intervals can be used. From the first derivative test the intervals obtained were as follows (from the graph):(-1.9, 19.39) - Maximum (0, 3) – Inflection (1.9, 13.39) – Minimum This can be proved by taking the second derivative test. As shown in the above figure when the x values (critical points are applied to the 2nd derivative) the answers obtained can be tested as follows. F (0) = 0 = 0 (Inflection point) F (-1.9) = -68.7 < 0 (Maximum) F (1.9) = 68.7 > 0 (Minimum) Therefore by using both the test, the student has proved the minimum and maximum values. Unit – 11 Value Minimum/Maximum -1.9 -68.7 < 0 in 2nd derivative so Maximum 0 0 = 0 Inflection Point 1.9 68.7 > 0 in 2nd derivative so Minimum Maths for Computing Assignment 01 94 Graph Figure 63 Graph 1 Concavity Intervals First I would be finding the inflection points for concavity intervals. For this task I would be using the second derivative to get the stationary points for x. 20x3 – 36x 4x (5x - 9) X = 1.342 or -1.342 or 0 Next the student will be replacing the x values for the default equation which is x5 -6x3+3 According to that then; X (0) - 05-6*03+3 = 3 X (1.34) – 1.345-6*1.343+3 = -7.12 X (-1.34) - -1.345-6*1.343+3 = 13.12 Unit – 11 Maths for Computing Assignment 01 95 x Values 0 3 -1.34 13.12 1.34 -7.12 Figure 64 Graph 2 The red line represents Concave down, the green line represents Concave up and the blue straight line represents the Inflation points Unit – 11 Maths for Computing Assignment 01 96 To discover the concavity changes, second derivative test will be used. Our f’’(x) = 20x3 – 36x X=0 = 20*03 – 36*0 = 0 is the inflection point (place where the curve changes) X = 1.9 = 20*1.93 – 36*1.9 = 68.78 (Positive value therefore concave upward) X = -1.9 = 20*-1.93 – 36*-1.9 = -68.78 (negative value therefore concave downward) Unit – 11 M Concave Up/ Down -∞ , -1.9 Concave Down -1.34, 13.12 Inflection point -1.34, 0 Concave Up 0, 3 Inflection Point 0, 1.34 Concave down 1.34, -7.12 Inflection Point 1.34, ∞ Concave Upward Maths for Computing Assignment 01 97 6) Differentiation with graphs Function of the graph is f (x) = 2x3 - 4x4 + 5x2. I have to find the minimum and maximum points by differentiation. 1st differentiation Method Figure 65 1st differentiation Method The above image shows the method used to find the X values from the 1st deviation. According to that our stationary values will be X=0 X = -5/8 X=1 Unit – 11 Maths for Computing Assignment 01 98 Following this, I would be finding adjacent Y values for the X by replacing the X values for the main function. Figure 66 The values of X and Y The values of X and Y will be as follows: (0, 0) (-5/8, 0.855) (1, 3) Unit – 11 Maths for Computing Assignment 01 99 Increasing and decreasing intervals X Increase/ Decrease -∞ , -0.625 Increase -0.625, 0 Decrease 0,1 Increase 1, ∞ Decrease To discover the minimum and maximum value, the increasing and decreasing intervals can be utilized. From the first derivative test the intervals obtained were as follows (from the graph): (-5/8, 0.855) - Maximum (0,0) – Minimum (1, 3) –Maximum Figure 67 Graph 3 Unit – 11 Maths for Computing Assignment 01 100 This can be proved by taking the second derivative test. As shown in the below figure when the x values (critical points are applied to the 2nd derivative) the answers obtained can be tested as follows. F (0) = 10 > 0 (Minimum) F (-1.9) = -16.25< 0 (Maximum) F (1.9) = -26< 0 (Maximum) 2nd Derivative method Figure 68 2nd Derivative method Unit – 11 Maths for Computing Assignment 01 101 References corporatefinanceinstitute. [online]. [Accessed 02/12/2022]. Available from World Wide Web: <https://corporatefinanceinstitute.com/resources/knowledge/other/random-variable/> cuemath. [online]. [Accessed 05/12/2022]. Available from World Wide Web: <https://www.cuemath.com/conditional-probability-formula/> educative. [online]. [Accessed 09/12/2022]. Available from World Wide Web: <https://www.educative.io/edpresso/what-is-hashing> Esoft 2021. 2021. jeremykun. [online]. [Accessed10/12/2022]. Available from World Wide Web: <https://jeremykun.com/2015/12/28/load-balancing-and-the-power-of-hashing/> keydifferences. [online]. [Accessed 11/12/2022]. Available from World Wide Web: <https://keydifferences.com/difference-between-discrete-and-continuous-variable.html> mindtools. [online]. [Accessed 13/07/2022]. Available from World Wide Web: <https://www.mindtools.com/pages/article/round-robin-brainstorming.htm> scientificamerican. [online]. [Accessed 12/07/2022]. Available from World Wide Web: <https://www.scientificamerican.com/article/bring-science-home-probability-birthday-paradox/> stanford. [online]. Available from World Wide Web: <http://stanford.edu/~dntse/classes/cs70_fall09/n12.pdf> Unit – 11 Maths for Computing Assignment 01 102