Question 15 Marks
A factory has three machines A, B and C producing 1500, 2500 and 3000 bulbs per day, respectively. Machine A produces 1.5% defective bulbs, machine B produces 2% defective bulbs and machine C produces 2.5% defective bulbs. At the end of the day, a bulb is drawn at random and is found to be defective. What is the probability that the defective bulb has been produced by machine B?
Answer
View full question & answer→Given that, total daily production of bulbs = 1500 + 2500 + 3000 = 7000 bulbs.
Let A, B and C be the event if drawing a bulb produced by machines A, B and C respectively.
$\therefore \quad P(A)=\frac{1500}{7000}=\frac{3}{14}$
$P(B)=\frac{2500}{7000}=\frac{5}{14}$
and $P(C)=\frac{3000}{7000}=\frac{3}{7}$
Let F be the event of producing a defective bulb
$P\left(\frac{F}{A}\right)=1.5 \%=\frac{1.5}{100}=\frac{3}{200}$
$P\left(\frac{F}{B}\right)=2 \%=\frac{2}{100}=\frac{1}{50}$
$P\left(\frac{F}{C}\right)=2.5 \%=\frac{2.5}{100}=\frac{1}{40}$
By Bayes' theorem,
$P\left(\frac{B}{F}\right)=\frac{P(B) \cdot P\left(\frac{F}{B}\right)}{P(A) \cdot P\left(\frac{F}{A}\right)+P(B) \cdot P\left(\frac{F}{B}\right)}$$+P(C) \cdot P(F / C)$
$=\frac{\frac{5}{14} \times \frac{1}{50}}{\frac{5}{14} \times \frac{1}{50}+\frac{3}{14} \times \frac{3}{200}+\frac{3}{7} \times \frac{1}{40}}$
$=\frac{\frac{1}{140}}{\frac{1}{140}+\frac{9}{2800}+\frac{3}{280}}=\frac{20}{59}$
Let A, B and C be the event if drawing a bulb produced by machines A, B and C respectively.
$\therefore \quad P(A)=\frac{1500}{7000}=\frac{3}{14}$
$P(B)=\frac{2500}{7000}=\frac{5}{14}$
and $P(C)=\frac{3000}{7000}=\frac{3}{7}$
Let F be the event of producing a defective bulb
$P\left(\frac{F}{A}\right)=1.5 \%=\frac{1.5}{100}=\frac{3}{200}$
$P\left(\frac{F}{B}\right)=2 \%=\frac{2}{100}=\frac{1}{50}$
$P\left(\frac{F}{C}\right)=2.5 \%=\frac{2.5}{100}=\frac{1}{40}$
By Bayes' theorem,
$P\left(\frac{B}{F}\right)=\frac{P(B) \cdot P\left(\frac{F}{B}\right)}{P(A) \cdot P\left(\frac{F}{A}\right)+P(B) \cdot P\left(\frac{F}{B}\right)}$$+P(C) \cdot P(F / C)$
$=\frac{\frac{5}{14} \times \frac{1}{50}}{\frac{5}{14} \times \frac{1}{50}+\frac{3}{14} \times \frac{3}{200}+\frac{3}{7} \times \frac{1}{40}}$
$=\frac{\frac{1}{140}}{\frac{1}{140}+\frac{9}{2800}+\frac{3}{280}}=\frac{20}{59}$