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Question

Mathematics Question on Conditional Probability

A man is known to speak truth 33 out of 44 times. He throws a die and reports that it is a six. Find the probability that it is actually a six.

A

58\frac{5}{8}

B

38\frac{3}{8}

C

78\frac{7}{8}

D

18\frac{1}{8}

Answer

38\frac{3}{8}

Explanation

Solution

Let E1E_1, E2E_2 and AA be the events defined as follows : E1=E_1 = die shows six i.e. six has occured, E2=E_2 = die does not show six i.e. six has not occurred and A=A = the man reports that six has occurred. We wish to calculate the probability that six has actually occurred given that the man reports that six occurs i.e. P(E1A)P(E_1|A). Now, P(E1)=16P(E_1) =\frac{1}{6}, P(E2)=56P(E_2) = \frac{5}{6} P(AE1)=P(A|E_1) = probability that the man reports that six occurs given that six has occurred i.e.y probability that the man is telling the truth =34=\frac{3}{4} P(AE2)=P(A |E_2) = probability that the man reports that six occurs given that six has not occurred i.e., probability that the man does not speak truth =14= \frac{1}{4} By Bayes' theorem, P(E1A)=P(E1)P(AE1)P(E1)P(AE1)+P(E2)P(AE2)P\left(E_{1}|A\right) = \frac{P\left(E_{1}\right)P\left(A |E_{1}\right)}{P \left(E_{1}\right)P\left(A|E_{1}\right) + P\left(E_{2}\right)P\left(A|E_{2}\right)} =16341634+5614=38= \frac{\frac{1}{6}\cdot\frac{3}{4}}{\frac{1}{6}\cdot\frac{3}{4}+\frac{5}{6}\cdot\frac{1}{4}} = \frac{3}{8}