[Solved] SNLP-Exercise 1 Probability Theory Review

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1) Mathematical Basics

Use set theory and the definition of probability functions to show that:

P(A B) = P(A)+ P(B) P(A B)

2) Indepedence of Events

Consider a fair 6-sided die whose sides are numbered from 1 to 6 and each die roll is independent of the other rolls. In an experiment that consists of rolling the die twice, the following events can be defined

  • : The sum of the two outcomes is at least 10
  • : At least one of the two rolls resulted in 6 C : At least one of the two rolls resulted in 1

D : The outcome of the 2nd roll was higher than the 1st roll E : The difference between the two roll outcomes is exactly 1

  • Compute the probabilities P(A), P(C), and P(E).
  • Is event A independent of event B? (c) Is event A independent of event C?

(d) Are events D and E independent?

3) Bayes Theorem

Suppose we are interested in a test to detect a disease which affects one in 100,000 people on average. A lab has developed a test which works but is not perfect. If a person has the disease, it will give a positive result with probability 0.97; if they do not, the test will be positive with probability 0.007. You took the test, and it gave a positive result. What is the probability that you actually have the disease?

4) Random Variables

Are X and Y , as defined in the following table, independently distributed? How did you check?

x 0 0 1 1
y 0 1 0 1
p(X = x,Y = y) 0.32 0.08 0.48 0.12

Justify your answers using the laws of probability and the definition of probabilistic independence.

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[Solved] SNLP-Exercise 1 Probability Theory Review[Solved] SNLP-Exercise 1 Probability Theory Review
$25