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Q. In a factory which manufactures bolts, machines $A$, $B$ and $C$ manufacture respectively $25\%$, $35\%$ and $40\%$ of the bolts. Of their output $5\%$, $4\%$ and $2\%$ are respectively defective bolts. $A$ bolt is drawn at random from the total production and is found to be defective. Find the probability that it is manufactured by machine $B$.

Probability - Part 2

Solution:

Let $E_1$, $E_2$, $E_3$ and $A'$ be the events defined as follows :
$E_1 =$ bolt is manufactured by machine $A$
$E_2 =$ bolt is manufactured by machine $B$
$E_3 =$ bolt is manufactured by machine $C$
$A' =$ bolt is defective.
$\therefore P\left(E_{1}\right) = \frac{25}{100} = \frac{1}{4}$,
$P\left(E_{2}\right) = \frac{35}{100} = \frac{7}{20}$
$P\left(E_{3}\right) = \frac{40}{100} = \frac{2}{5}$
$P\left(A'|E_{1}\right) = \frac{5}{100} = \frac{1}{20}$,
$P\left(A'|E_{2}\right) =\frac{4}{100} = \frac{1}{25}$
$P\left(A'|E_{3}\right) =\frac{2}{100} = \frac{1}{50}$
We want to find $P(E_2|A')$
By Bayes' Theorem,

$P\left(E_{2}|A'\right) = \frac{P\left(E_{2}\right)\cdot P\left(A' |E_{2}\right)}{P \left(E_{1}\right)P\left(A'|E_{1}\right) + P\left(E_{2}\right)P\left(A'|E_{2}\right)+ P\left(E_{3}\right)P\left(A'|E_{3}\right)}$
$=\frac{\frac{7}{2}\times\frac{1}{25}}{\frac{1}{4}\times \frac{1}{20}+\frac{7}{20}\times \frac{1}{25}+\frac{2}{5}\times \frac{1}{50}}$
$= \frac{\frac{7}{25}}{\frac{1}{4}+\frac{7}{25}+\frac{4}{25}}$
$= \frac{7}{25}\times \frac{100}{69} = \frac{28}{69}$