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A final exam for a probability and statistics course, consisting of 8 problems worth a total of 120 points. The exam covers topics such as conditional probability, bayes' theorem, expected value, variance, covariance, and probability density functions. Students are required to solve problems using mathematical calculations and provide explanations.
Typology: Exams
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December 14, 2012
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Prob. No. Max Points Earned Pts. Prob. No. Max Points Earned Pts. 1 10 6 10 2 15 7 15 3 15 8 20 4 15 5 20 TOTAL:
Question 2. (15 pts.) While watching a game of Champions League football in a cafe, you observe a person supporting Manchester United. What is the probability that the person was actually born within 25 miles of Manchester? Assume that
(Hint: Use Bayes’ Theorem)
Question 3. (15 pts.) Jill sends her resume to 1000 companies she finds on monster.com. Each company responds with probability 3/1000 (independently of what all the other companies do). Let R be the number of companies that respond.
a) Compute E[R].
b) Compute V ar[R].
c) Use a Poisson random variable approximation to estimate the probability P (R = 3).
Question 5. (20 pts.) The figure is the probability density curve of the random variable X.
a) Find b so that f (x) is a probability density function.
b) What is P(− 4 ≤ X ≤ 3)?
c) What is P(X = 1)?
d) What is E(X)?
Question 6. (10 pts) Nine percent of men are color blind. Researchers need at least 50 men with this trait, so they randomly select 600 men. Estimate the probability that at least 50 color blind men are in the sample (Use normal approximation to binomial and continuity correction).
Question 8. (20 pts) Each day, a newsboy buys newspapers from the publisher for c 1 cents each, sells them for c 2 cents each, and recycles the unsold papers (if any) getting c 3 cents for each. Note that c 2 > c 1 > c 3. Let H denote the number of papers that the newsboy purchases each day. The demand for papers is a discrete random variable X that takes on nonnegative integer values. Do NOT assume that X is a binomial random variable. Let F (u) denote the CDF of X.
a) Express the probability that the newsboy is able to sell all H papers in terms of F (u).
b) One day, the newsboy decides to buy one additional paper in the hope of selling it and increasing his profit. Express the probability that he is unable to sell the additional paper in terms of F (u). Be sure you understand the difference between “not being able to sell the (H + 1)-th paper” and “being able to sell all H papers but not the extra (H + 1)-th paper.”
c) Find A(H + 1), the average additional profit from the sale of the extra (that is, (H + 1)-th) paper.