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There are two coins, one unbiased with p...

There are two coins, one unbiased with probability `1/2` or getting heads and the other one is biased with probability `3/4` of getting heads. A coin is selected at random and tossed. It shows heads up. Then the probability that the unbiased coin was selected is

A

`2/3`

B

`3/5`

C

`1/2`

D

`2/5`

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AI Generated Solution

The correct Answer is:
To solve the problem, we will use Bayes' theorem. We need to find the probability that the unbiased coin was selected given that we tossed a head. ### Step-by-step Solution: 1. **Define Events**: - Let \( E_1 \) be the event of selecting the biased coin. - Let \( E_2 \) be the event of selecting the unbiased coin. - Let \( H \) be the event of getting heads. 2. **Determine Probabilities**: - The probability of selecting either coin is: \[ P(E_1) = P(E_2) = \frac{1}{2} \] - The probability of getting heads given the biased coin is selected: \[ P(H | E_1) = \frac{3}{4} \] - The probability of getting heads given the unbiased coin is selected: \[ P(H | E_2) = \frac{1}{2} \] 3. **Calculate Total Probability of Getting Heads**: - Using the law of total probability: \[ P(H) = P(H | E_1) \cdot P(E_1) + P(H | E_2) \cdot P(E_2) \] - Substituting the values: \[ P(H) = \left(\frac{3}{4} \cdot \frac{1}{2}\right) + \left(\frac{1}{2} \cdot \frac{1}{2}\right) \] - Simplifying: \[ P(H) = \frac{3}{8} + \frac{1}{4} = \frac{3}{8} + \frac{2}{8} = \frac{5}{8} \] 4. **Apply Bayes' Theorem**: - We want to find \( P(E_2 | H) \): \[ P(E_2 | H) = \frac{P(H | E_2) \cdot P(E_2)}{P(H)} \] - Substituting the known values: \[ P(E_2 | H) = \frac{\left(\frac{1}{2}\right) \cdot \left(\frac{1}{2}\right)}{\frac{5}{8}} \] - Simplifying: \[ P(E_2 | H) = \frac{\frac{1}{4}}{\frac{5}{8}} = \frac{1}{4} \cdot \frac{8}{5} = \frac{2}{5} \] 5. **Final Answer**: - The probability that the unbiased coin was selected given that we observed heads is: \[ \boxed{\frac{2}{5}} \]
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