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Question

Mathematics Question on Conditional Probability

In a test, an examinee either guesses or copies or knows the answer to a multiple choice question with four choices. The probability that he makes a guess is 13\frac{1}{3} . The probability that he copies is 16\frac{1}{6} and the probability that his answer is correct given that he copied it is 18\frac{1}{8} . The probability that he knew the answer to the question given that he correctly answered it, is

A

2429\frac{24}{29}

B

14\frac{1}{4}

C

34\frac{3}{4}

D

12\frac{1}{2}

Answer

2429\frac{24}{29}

Explanation

Solution

Let E1E_1 be the event that the answer is guessed, E2E_2 be the event that the answer is copied, E3E_3 be the event that the examinee knows the answer and E be the event that the examinee answers correctly. Given P(E1)=13.P(E2)=16P(E_1) = \frac{1}{3} . P(E_2) = \frac{1}{6} Assume that events E1,E2E_1, E_2 & E3E_3 are exhaustive. P(E1)+P(E2)+P(E3)=1\therefore P\left(E_{1}\right) + P\left(E_{2}\right) + P\left(E_{3}\right) = 1 P(E3)=1P(E1)P(E2)=11316=12.\therefore P\left(E_{3}\right) = 1 -P\left(E_{1}\right) -P\left(E_{2}\right)=1- \frac{1}{3}- \frac{1}{6}= \frac{1}{2}. Now, P(EE1) P\left(\frac{E}{E_{1}}\right) \equiv Probability of getting correct answer by guessing =14= \frac{1}{4} (Since 4 alternatives) P(EE2)P\left(\frac{E}{E_{2}}\right) \equiv Probability of answering correctly by copying =18 = \frac{1}{8} and P(EE3) P\left(\frac{E}{E_{3}}\right) \equiv Probability of answering correctly by knowing = 1 Clearly, (E3E)\left(\frac{E_{3}}{E}\right) is the event he knew the answer to the question given that he correctly answered it. Using Baye?? theorem P(E3E)P\left(\frac{E_{3}}{E}\right) =P(E3).P(EE3)P(E1).P(EE1)+P(E2).P(EE2)+P(E3).P(EE3)= \frac{P\left(E_{3}\right).P\left(\frac{E}{E_{3}}\right)}{P\left(E_{1}\right).P\left(\frac{E}{E_{1}}\right)+P\left(E_{2}\right).P\left(\frac{E}{E_{2}}\right) + P\left(E_{3}\right).P\left(\frac{E}{E_{3}}\right)} =12×113×14+16×18+12×1=2429= \frac{\frac{1}{2}\times1}{\frac{1}{3}\times \frac{1}{4}+\frac{1}{6}\times \frac{1}{8}+\frac{1}{2}\times 1}= \frac{24}{29}