In a bolt factory, three machines A, B and C manufacture 25, 35 and 40 percent of the total bolts respectively. Out of the total bolts manufactured by the machines 5, 4 and 2 percent are defective from machine A, B and C respectively. A bolt drawn at random is found to be defective. Find the probability that it was manufactured by (i) Machine A or C (ii) Machine B.
Answer
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Hint: We will be using the concepts of probability to solve the problem. We will first find the probability of a bolt manufactured by the machines A, B, C respectively then we will find the probability of a bolt manufactured by a machine is defective and then will be using Bayes theorem to find the answer.
Complete step-by-step answer:
We have been given that;
Bolts manufactured from machine A = 25%
Bolts manufactured from machine B = 35%
Bolts manufactured from machine C = 40%
So, probability of bolt manufactured by machine $A=P\left( A \right)=\dfrac{25}{100}=0.25$
Probability of bolt manufactured by machine $B=P\left( B \right)=\dfrac{35}{100}=0.35$
Probability of bolt manufactured by machine $C=P\left( C \right)=\dfrac{40}{100}=0.40$
Now, probability of a defective bolt manufactured by machine $A=P\left( D\left| A \right. \right)=\dfrac{5}{100}=0.05$
Probability of a defective bolt manufactured by machine $B=P\left( D\left| B \right. \right)=\dfrac{4}{100}=0.04$
Probability of a defective bolt manufactured by machine $C=P\left( D\left| C \right. \right)=\dfrac{2}{100}=0.02$
Now, we know that according to Bayes theorem;
$P\left( A\left| B \right. \right)=\dfrac{P\left( B\left| A \right. \right).P\left( A \right)}{P\left( B \right)}$
Where;
$A,B=$ events
$P\left( A\left| B \right. \right)=$ probability of B given A is true
$P\left( A \right),P\left( B \right)=$ The independent probability of A and B
So,
\[P\left( B\left| D \right. \right)=\dfrac{P\left( B \right).P\left( D\left| B \right. \right)}{P\left( A \right).P\left( D\left| A \right. \right)+P\left( B \right).P\left( D\left| B \right. \right)+P\left( C \right).P\left( D\left| C \right. \right)}\]
Where D means bolt is defective
$\begin{align}
& P\left( B\left| D \right. \right)=\dfrac{0.35\times 0.04}{0.25\times 0.05+0.35\times 0.04+0.4\times 0.02} \\
& =\dfrac{0.014}{0.0125+0.014+0.008} \\
& =\dfrac{0.014}{0.0345} \\
& =\dfrac{140}{345} \\
& =\dfrac{28}{69} \\
\end{align}$
Therefore, probability that it was manufactured by machine B is $\dfrac{28}{69}$
Now, for is part we have to find the probability that it was manufactured by machine A or C. It is same as the probability that is not manufactured by B. Therefore, probability it was manufactured by machine A or C;
$=1-P\left( B\left| D \right. \right)$
$\begin{align}
& =1-\dfrac{28}{69} \\
& =\dfrac{69-28}{69} \\
& =\dfrac{41}{69} \\
\end{align}$
Note: These types of questions are formula based so remembering the formula of Baye’s theorem will be helpful, also it becomes easier to solve (i) part by solving (ii) first.
Complete step-by-step answer:
We have been given that;
Bolts manufactured from machine A = 25%
Bolts manufactured from machine B = 35%
Bolts manufactured from machine C = 40%
So, probability of bolt manufactured by machine $A=P\left( A \right)=\dfrac{25}{100}=0.25$
Probability of bolt manufactured by machine $B=P\left( B \right)=\dfrac{35}{100}=0.35$
Probability of bolt manufactured by machine $C=P\left( C \right)=\dfrac{40}{100}=0.40$
Now, probability of a defective bolt manufactured by machine $A=P\left( D\left| A \right. \right)=\dfrac{5}{100}=0.05$
Probability of a defective bolt manufactured by machine $B=P\left( D\left| B \right. \right)=\dfrac{4}{100}=0.04$
Probability of a defective bolt manufactured by machine $C=P\left( D\left| C \right. \right)=\dfrac{2}{100}=0.02$
Now, we know that according to Bayes theorem;
$P\left( A\left| B \right. \right)=\dfrac{P\left( B\left| A \right. \right).P\left( A \right)}{P\left( B \right)}$
Where;
$A,B=$ events
$P\left( A\left| B \right. \right)=$ probability of B given A is true
$P\left( A \right),P\left( B \right)=$ The independent probability of A and B
So,
\[P\left( B\left| D \right. \right)=\dfrac{P\left( B \right).P\left( D\left| B \right. \right)}{P\left( A \right).P\left( D\left| A \right. \right)+P\left( B \right).P\left( D\left| B \right. \right)+P\left( C \right).P\left( D\left| C \right. \right)}\]
Where D means bolt is defective
$\begin{align}
& P\left( B\left| D \right. \right)=\dfrac{0.35\times 0.04}{0.25\times 0.05+0.35\times 0.04+0.4\times 0.02} \\
& =\dfrac{0.014}{0.0125+0.014+0.008} \\
& =\dfrac{0.014}{0.0345} \\
& =\dfrac{140}{345} \\
& =\dfrac{28}{69} \\
\end{align}$
Therefore, probability that it was manufactured by machine B is $\dfrac{28}{69}$
Now, for is part we have to find the probability that it was manufactured by machine A or C. It is same as the probability that is not manufactured by B. Therefore, probability it was manufactured by machine A or C;
$=1-P\left( B\left| D \right. \right)$
$\begin{align}
& =1-\dfrac{28}{69} \\
& =\dfrac{69-28}{69} \\
& =\dfrac{41}{69} \\
\end{align}$
Note: These types of questions are formula based so remembering the formula of Baye’s theorem will be helpful, also it becomes easier to solve (i) part by solving (ii) first.
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