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In a multiple choice test, an examinee e...

In a multiple choice test, an examinee either knows the correct answer with probability p. or guesses with probability 1-p. The probability of answering a question correctly is `(1)/(m)`. If he or she merely guesses.IF the examinee answers a question correctly. the probability that he or she really knows the answer is :

A

`(mp)/(1+mp)`

B

`(mp)/(1+ (m-1)p)`

C

`((m-1)p)/(1+(m-1)p)`

D

`((m-1)p)/(1+mp)`

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The correct Answer is:
To solve the problem, we need to find the probability that the examinee really knows the answer given that they answered correctly. This is a classic application of Bayes' Theorem. ### Step-by-Step Solution: 1. **Define the Events**: - Let \( K \) be the event that the examinee knows the answer. - Let \( C \) be the event that the examinee answers correctly. 2. **Given Probabilities**: - The probability that the examinee knows the answer: \( P(K) = p \). - The probability that the examinee guesses: \( P(K^c) = 1 - p \). - The probability of answering correctly if they guess: \( P(C | K^c) = \frac{1}{m} \). - If the examinee knows the answer, they will definitely answer correctly: \( P(C | K) = 1 \). 3. **Total Probability of Answering Correctly**: - We can find \( P(C) \) using the law of total probability: \[ P(C) = P(C | K) \cdot P(K) + P(C | K^c) \cdot P(K^c) \] Substituting the known values: \[ P(C) = 1 \cdot p + \frac{1}{m} \cdot (1 - p) = p + \frac{1 - p}{m} \] 4. **Using Bayes' Theorem**: - We want to find \( P(K | C) \), the probability that the examinee knows the answer given that they answered correctly: \[ P(K | C) = \frac{P(C | K) \cdot P(K)}{P(C)} \] Substituting the values we have: \[ P(K | C) = \frac{1 \cdot p}{p + \frac{1 - p}{m}} \] 5. **Simplifying the Expression**: - To simplify the expression, we can multiply the numerator and denominator by \( m \): \[ P(K | C) = \frac{m \cdot p}{m \cdot p + 1 - p} \] - This gives us the final result: \[ P(K | C) = \frac{m \cdot p}{(m - 1) \cdot p + 1} \] ### Final Answer: The probability that the examinee really knows the answer given that they answered correctly is: \[ P(K | C) = \frac{m \cdot p}{(m - 1) \cdot p + 1} \]
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