Exercise 11
A manufacturer has three machine operators A, B and C. The first operator A produces % defective items, where as the other two operators B and C produce % and % defective items respectively. A is on the job for % of the time, is on the job for of the time and is on the job for of the time. A defective item is produced, what is the probability that it was produced by A?
Not cross-checked
This solution has not been cross-checked against the answer printed in NCERT.
NCERT’s answer
\(\displaystyle \frac{5}{34}\)
Let \(\displaystyle E_1, E_2, E_3\) be the events that the item was produced by operator A, B, C respectively, and \(\displaystyle A\) the event that the item is defective. The time each operator is on the job gives the prior probabilities:
\[P(E_1)=50\%=0.5,\qquad P(E_2)=30\%=0.3,\qquad P(E_3)=20\%=0.2 .\]Their defective rates are
\[P(A\mid E_1)=1\%=0.01,\qquad P(A\mid E_2)=5\%=0.05,\qquad P(A\mid E_3)=7\%=0.07 .\]By Bayes' theorem,
\[P(E_1\mid A)=\frac{P(E_1)P(A\mid E_1)}{P(E_1)P(A\mid E_1)+P(E_2)P(A\mid E_2)+P(E_3)P(A\mid E_3)}.\]Numerator \(\displaystyle =0.5\times 0.01=0.005\).Denominator \(\displaystyle =0.005+0.3\times 0.05+0.2\times 0.07=0.005+0.015+0.014=0.034\).\[P(E_1\mid A)=\frac{0.005}{0.034}=\frac{5}{34}.\]The probability that a defective item was produced by operator A is \(\displaystyle \dfrac{5}{34}\).