A manufacturer has three machine operators A, B and C. The first operator A produces$1$ percent defective items, whereas the other two operators B and C produce $5$ percent and $7$ percent defective items respectively. A is on the job for $50$ Percent of the time, B is on the job for $30$ Percent of the time and C is on the job for $20$ percent of the time. A defective item is produced, what is the probability that it was produced by A?
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Ans: Let us have following notations
E: The event when A works
F: The event when B works
G: The event when C works
K: The event that the defective item is produced
$\therefore P\left( E \right)=0.5$
$\therefore P\left( F \right)=0.3$
$\therefore P\left( G \right)=0.2$
$\therefore P\left( K\left| E \right. \right)=0.01$
$\left( K\left| E \right. \right)$: The event that the defective item is produced from A
$\therefore P\left( K\left| F \right. \right)=0.05$
$\left( K\left| F \right. \right)$: The event that the defective item is produced from B
$\therefore P\left( K\left| G \right. \right)=0.07$
The event that the defective item is produced from C
By Baye’s theorem
$P\left( E\left| K \right. \right)=\frac{P\left( E \right)P\left( K\left| F \right. \right)}{P\left( E \right)P\left( K\left| E \right. \right)+P\left( F \right)P\left( K\left| F \right. \right)+P\left( G \right)\times P\left( K\left| G \right. \right)}$
\[\Rightarrow P\left( E\left| K \right. \right)=\frac{0.5\times 0.01}{0.5\times 0.01+0.3\times 0.05+0.2\times 0.07}\]
Thus the probability that that the item is produced from A and found defective $\frac{5}{34}$