Probability and Statistics MATH2010 November 17, 2023 Midterm Mocktest Problem 1 Qingque is a Celestial Jade addict and she always bring a board and a bunch of jade tiles together with her to play during work hours. In this game, each turn, Qingque will draw 2 jade tiles from 3 different suits and can hold up to 4 tiles at one time on the board. If the number of tiles on the board is already 4, Qingque will choose the combination of 4 tiles (out of 6) so that there are the most number of tiles with the same suit on the board. In order to win, she needs to achive the “Hidden Hand” state, which is 4 jade tiles on the board are from the same suit. 1. Given that there are 3 tiles from a same suit on the board. Find the probability of Qingque achieving the “Hidden Hand” state in the next turn 2. Calculate the probablility of Qingque achieving the “Hidden Hand” state in less than 4 turn Problem 2 A group of shooters consists of 3 experts and 4 intermediates . The probabilities of hitting the target for each type are 0.9 and 0.8, respectively. Two shooters are randomly selected, and each person takes one shot. Given that at least 1 person misses the target in the 2 shots, calculate the probability that both individuals are experts. 1 MATH2010 November 17, 2023 Probability and Statistics Problem 3 Three employees from different departments of a company are being considered for a ”Best Employee of the Year” award. Their performance ratings are given on different scales. Determine which employee has performed best relative to their department’s standards. Employee Performance Rating Department Average Department Rating Rating Standard Deviation Emily Raj Carlos 78 4.2 88 70 3.5 80 10 0.5 20 Problem 4 Several food delivery apps claim to offer a wide variety of restaurant options and fast delivery times. A crucial factor for customer satisfaction is the actual diversity of cuisines and the accuracy of the delivery times promised. If the app does not meet these expectations, customers may look elsewhere. A local food blogger aims to analyze the performance of these food delivery apps. She selects one restaurant from each of the following cuisine categories: Italian, Chinese, Indian, Mexican, and Thai, and orders the most popular dish from each through five different apps. She evaluates the diversity of the options available and the accuracy of the delivery times, subsequently writing a blog post about her findings. Write an analysis of her study that addresses the following issues: Is her sample representative of the population of all college textbooks? Explain why or why not. Describe some possible sources of bias in this study, and how it might affect the results of the study. Give some suggestions about what could be done to improve the study. 2 Probability and Statistics MATH2010 November 17, 2023 Problem 5 Harry is a (relatively untalented) basketball player practicing free throws. Each time Harry attempts a shot, Harry has a p probability of making the shot (independently of all other shots taken). Let X be the number of shots that Harry makes after 100 attempts. For question 1 to 4, let p = 0.01. 1. What type of discrete PMF is X? Compute the variance Var[X]. (Given an exact answer, not an approximation.) 2. Use an appropriate approximation to give an estimate for the probability that X = 2. 3. Harry is hoping the event X > 1 will occur, since this would mean that (thanks to good luck) Harry made more shots than he expected to make (which might impress any talent scouts who happened to present). Use the same approximation in question 2 to estimate P {X > 1}. 4. Using the same approximation in question 2, estimate P {X < 1}. Is this larger or smaller than (or the same as) your estimate for P {X > 1}? Interpret the comparison result. For question 5 to 6, let p = 0.1225. 5. Use an appropriate approximation to give an estimate for the probability that X ≤ 15. 6. Harry is betting that he will make more than k shots. He will win 2 dollars if he is correct, otherwise he will lose 1 dollar. Find maximum k so that his expected earning is positive. Make use of the approximation in question 5. 3 Probability and Statistics MATH2010 November 17, 2023 Problem 6 One often hears that the death rate of a person who smokes is, at each age, twice that of a nonsmoker. What does this mean? Does it mean that a nonsmoker has twice the probability of surviving a given number of years as does a smoker of the same age? In an explicit way, denote λs (t) as the hazard rate of a smoker of age t and λn (t) as that of a non-smoker of age t. Then the statement at issue is equivalent to the statement that λs (t) = 2λn (t) 1. Prove that P (ts > A|ts > B) = P (tn > A|tn > B)2 where ts , tn be the age of smoker, non-smoker, and then with a > b P (ts > A|ts > B) be the probability that a B-year-old smoker will survive until age A, P (tn > A|tn > B) be the probability that a B-year-old nonsmoker will survive until age A. 2. Given the hazard rate of a smoker of age t, with assumption that he has a lung cancer, such that λs (t) = 0.027 + 0.00025(t − 40)2 , t ≥ 40 Assuming that a 40-year-old male smoker survives all other hazards, what is the probability that he survives to age 60 without contracting lung cancer? Using the result from part 1, and the assumption that the death rate of a person who smokes is, at each age, twice that of a nonsmoker, calculate the probability that a non-smoker survives to age 60 without contracting lung cancer. 4