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An observed event B can occur after one ...

An observed event B can occur after one of the three events `A_(1), A_(2), A_(3)`. If
`P(A_(1)) = P(A_(2)) = 0.4, P(A_(3)) = 0.2 and P(B//A_(1)) = 0.25, P(B//A_(2)) = 0.4, P(B//A_(3)) = 0.125`, what is the probability of `A_(1)` after observing B ?

A

`1/3`

B

`6/19`

C

`20/57`

D

`2/5`

Text Solution

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The correct Answer is:
To find the probability of event \( A_1 \) after observing event \( B \), we can use Bayes' theorem. The theorem states: \[ P(A_1 | B) = \frac{P(B | A_1) \cdot P(A_1)}{P(B)} \] ### Step 1: Identify the given probabilities We have the following probabilities given in the question: - \( P(A_1) = 0.4 \) - \( P(A_2) = 0.4 \) - \( P(A_3) = 0.2 \) - \( P(B | A_1) = 0.25 \) - \( P(B | A_2) = 0.4 \) - \( P(B | A_3) = 0.125 \) ### Step 2: Calculate \( P(B) \) To find \( P(B) \), we use the law of total probability: \[ P(B) = P(B | A_1) \cdot P(A_1) + P(B | A_2) \cdot P(A_2) + P(B | A_3) \cdot P(A_3) \] Substituting the values: \[ P(B) = (0.25 \cdot 0.4) + (0.4 \cdot 0.4) + (0.125 \cdot 0.2) \] Calculating each term: - \( 0.25 \cdot 0.4 = 0.1 \) - \( 0.4 \cdot 0.4 = 0.16 \) - \( 0.125 \cdot 0.2 = 0.025 \) Now, summing these values: \[ P(B) = 0.1 + 0.16 + 0.025 = 0.285 \] ### Step 3: Substitute into Bayes' theorem Now we substitute \( P(B) \) back into Bayes' theorem: \[ P(A_1 | B) = \frac{P(B | A_1) \cdot P(A_1)}{P(B)} = \frac{0.25 \cdot 0.4}{0.285} \] Calculating the numerator: \[ 0.25 \cdot 0.4 = 0.1 \] Thus, \[ P(A_1 | B) = \frac{0.1}{0.285} \] ### Step 4: Simplify the fraction To simplify \( \frac{0.1}{0.285} \), we can multiply both the numerator and denominator by 1000 to eliminate the decimals: \[ P(A_1 | B) = \frac{100}{285} \] Now, simplifying \( \frac{100}{285} \): - The greatest common divisor (GCD) of 100 and 285 is 5. - Dividing both by 5: \[ P(A_1 | B) = \frac{20}{57} \] ### Final Answer Thus, the probability of \( A_1 \) after observing \( B \) is: \[ \boxed{\frac{20}{57}} \]

To find the probability of event \( A_1 \) after observing event \( B \), we can use Bayes' theorem. The theorem states: \[ P(A_1 | B) = \frac{P(B | A_1) \cdot P(A_1)}{P(B)} \] ### Step 1: Identify the given probabilities We have the following probabilities given in the question: ...
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