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In a bulb factory, three machines, A, B,...

In a bulb factory, three machines, A, B, C, manufacture 90%, 25% and 15% of the total production respectively. Of their respective outputs, 1 %, 2% and 1 % are defective. A bulb is drawn at random from the total product and it is found to be defective. Find the probability that it was manufactured by machine C.

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To solve the problem, we will use Bayes' Theorem. Let's break down the steps involved in finding the probability that a defective bulb was manufactured by machine C. ### Step 1: Define the Events Let: - \( E_1 \): Event that the bulb is produced by machine A. - \( E_2 \): Event that the bulb is produced by machine B. - \( E_3 \): Event that the bulb is produced by machine C. - \( D \): Event that the bulb is defective. ### Step 2: Determine the Probabilities of Each Event From the problem, we know: - \( P(E_1) = 0.90 \) (90% of bulbs are produced by machine A) - \( P(E_2) = 0.25 \) (25% of bulbs are produced by machine B) - \( P(E_3) = 0.15 \) (15% of bulbs are produced by machine C) ### Step 3: Determine the Probability of Defectiveness for Each Machine The probabilities of a bulb being defective given the machine are: - \( P(D | E_1) = 0.01 \) (1% of A's output is defective) - \( P(D | E_2) = 0.02 \) (2% of B's output is defective) - \( P(D | E_3) = 0.01 \) (1% of C's output is defective) ### Step 4: Calculate the Total Probability of a Defective Bulb Using the law of total probability, we can find \( P(D) \): \[ P(D) = P(D | E_1)P(E_1) + P(D | E_2)P(E_2) + P(D | E_3)P(E_3) \] Substituting the values: \[ P(D) = (0.01)(0.90) + (0.02)(0.25) + (0.01)(0.15) \] Calculating each term: - \( (0.01)(0.90) = 0.009 \) - \( (0.02)(0.25) = 0.005 \) - \( (0.01)(0.15) = 0.0015 \) Now summing these: \[ P(D) = 0.009 + 0.005 + 0.0015 = 0.0155 \] ### Step 5: Apply Bayes' Theorem We want to find \( P(E_3 | D) \), the probability that the bulb was produced by machine C given that it is defective: \[ P(E_3 | D) = \frac{P(D | E_3) P(E_3)}{P(D)} \] Substituting the known values: \[ P(E_3 | D) = \frac{(0.01)(0.15)}{0.0155} \] Calculating the numerator: \[ (0.01)(0.15) = 0.0015 \] Thus: \[ P(E_3 | D) = \frac{0.0015}{0.0155} \] Calculating this gives: \[ P(E_3 | D) \approx 0.09677 \] ### Final Answer The probability that the defective bulb was manufactured by machine C is approximately \( 0.09677 \) or \( 9.68\% \). ---
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