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Mathematics Question on Conditional Probability

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

A

2370\frac{23}{70}

B

2869\frac{28}{69}

C

2569\frac{25}{69}

D

2770\frac{27}{70}

Answer

2869\frac{28}{69}

Explanation

Solution

Let E1E_1, E2E_2, E3E_3 and AA' be the events defined as follows : E1=E_1 = bolt is manufactured by machine AA E2=E_2 = bolt is manufactured by machine BB E3=E_3 = bolt is manufactured by machine CC A=A' = bolt is defective. P(E1)=25100=14\therefore P\left(E_{1}\right) = \frac{25}{100} = \frac{1}{4}, P(E2)=35100=720P\left(E_{2}\right) = \frac{35}{100} = \frac{7}{20} P(E3)=40100=25P\left(E_{3}\right) = \frac{40}{100} = \frac{2}{5} P(AE1)=5100=120P\left(A'|E_{1}\right) = \frac{5}{100} = \frac{1}{20}, P(AE2)=4100=125P\left(A'|E_{2}\right) =\frac{4}{100} = \frac{1}{25} P(AE3)=2100=150P\left(A'|E_{3}\right) =\frac{2}{100} = \frac{1}{50} We want to find P(E2A)P(E_2|A') By Bayes' Theorem, P(E2A)=P(E2)P(AE2)P(E1)P(AE1)+P(E2)P(AE2)+P(E3)P(AE3)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)} =72×12514×120+720×125+25×150=\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}} =72514+725+425= \frac{\frac{7}{25}}{\frac{1}{4}+\frac{7}{25}+\frac{4}{25}} =725×10069=2869= \frac{7}{25}\times \frac{100}{69} = \frac{28}{69}