Question

In: Statistics and Probability

(1 point) Rework problem 11 from section 3.4 of your text, involving the flipping of either...

(1 point) Rework problem 11 from section 3.4 of your text, involving the flipping of either a fair or weighted coin. Assume that the weighted coin yields a heads with probability 0.2. You select one of the two coins at random, and flip it 3 times, noting heads or tails with each flip.

What is the probability that the weighted coin was selected, given that all 3 flips turned up heads?

Solutions

Expert Solution

F: Event of selecting a fair coin

W: Event of selecting a weighted coin

You select one of the two coins at random

P(F) = Probability of selecting a fair coin = 1/2=0.5

H: Event of head in single toss;

P(H|F) =Probability of getting a heads given a fair coin is tossed 1/2 =0.5

P(W) = Probability of selecting a weighted coin = 1/2=0.5

P(H|W) = Probability of getting a heads given a weighted coin is tossed = 0.2

3H : Event of 3 flips turned heads ;( First flip head, second flip heads , third flip heads)

P(3H) = P(H)P(H)P(H)

P(3H|F)

= Probability of getting heads in all three flips when a fair coin is selected

= P(H|F) x P(H|F) x P(H|F) = 0.5 x 0.5 x 0.5 =0.125

P(3H|W)

= Probability of getting heads in all three flips when a weighted coin is selected

= P(H|W) x P(H|W) x P(H|W) = 0.2 x 0.2 x 0.2 = 0.008

probability that the weighted coin was selected, given that all 3 flips turned up heads = P(W|3H)

By Bayes theorem,

P(W)P(3H|W) = 0.5 x 0.008 = 0.004

P(F)P(3H|F) = 0.5 x 0.125 = 0.0625

probability that the weighted coin was selected, given that all 3 flips turned up heads = 0.060150376


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