
In a book of 500 pages, there are 500 misprinting errors, find the probability of at most three misprinting 3 pages selected at random the book.
Answer
572.1k+ views
Hint: This problem will be solved using Poisson distribution, with $\lambda =\dfrac{500}{500}$=1 . A random variable X is to follow a Poisson Distribution if it assumes only non-negative values and its probability mass function is given by: $P(X=x)=\dfrac{{{e}^{-\lambda }}{{\lambda }^{x}}}{x!};x=0,1,2.....;\lambda >0$. Using this find the probability of at most three misprinting 3 pages is given by: $P(X\le 3)=P(X=0)+P(X=1)+P(X=2)+P(X=3)$.
Complete step by step answer:
It is given in the question that in a book 500 pages are there out of which 500 misprinting errors are there. So the average number of errors per page in the book is given by lambda, $\lambda =\dfrac{500}{500}$=1. We need to find the probability of at most three misprinting in three pages that is we have to calculate, $P(X\le 3)=P(X=0)+P(X=1)+P(X=2)+P(X=3)........(1)$
Hence using Poisson probability law, the probability of $x$ errors per page is given by:
$P(X=x)=\dfrac{{{e}^{-\lambda }}{{\lambda }^{x}}}{x!}$
$=\dfrac{{{e}^{-(1)}}{{(1)}^{x}}}{x!};x=0,1,2,3$
$=\dfrac{{{e}^{-1}}}{x!};x=0,1,2,3$ as ${{(1)}^{x}}=1$
Now calculating $P(X=0),P(X=1),P(X=2),P(X=3)$ separately by using the above expression and then substituting these values in equation (1) we will get the required probability.
$\begin{align}
& P(X=0)=\dfrac{{{e}^{-1}}}{0!} \\
& =\dfrac{{{e}^{-1}}}{1} \\
& ={{e}^{-1}} \\
\end{align}$as factorial of zero is 1.
$=0.3678$(approximately)
Therefore, $P(X=0)=0.3678...........(2)$
Now we will calculate the value of $P(X=1)$
$\begin{align}
& P(X=1)=\dfrac{{{e}^{-1}}}{1!} \\
& ={{e}^{-1}} \\
\end{align}$
$=0.3678$
Thus, $P(X=1)=0.3678...........(3)$
Now we will calculate the value of $P(X=2)$
$\begin{align}
& P(X=2)=\dfrac{{{e}^{-1}}}{2!} \\
& =\dfrac{{{e}^{-1}}}{2} \\
& =\dfrac{0.3678}{2} \\
& =0.1839 \\
\end{align}$
Thus we get $P(X=2)=0.1839...........(4)$
Now we will calculate the value of $P(X=3)$
$\begin{align}
& P(X=3)=\dfrac{{{e}^{-1}}}{3!} \\
& =\dfrac{{{e}^{-1}}}{6} \\
& =\dfrac{0.3678}{6} \\
& =0.0613 \\
\end{align}$
Thus we get $P(X=3)=0.0613...........(5)$
Putting the values of $P(X=0),P(X=1),P(X=2),P(X=3)$from equation (2), (3), (4) and (5) in equation (1) we get,
$\begin{align}
& P(X\le 3)=0.3678+0.3678+0.1839+0.0613 \\
& =0.9808 \\
\end{align}$
Therefore, $P(X\le 3)$= 0.9808. Hence, the probability of at most three misprinting in three pages is 0.9808 approximately.
Note:
A random variable X is to follow a Poisson Distribution if it assumes only non-negative values and its probability mass function is given by: $P(X=x)=\dfrac{{{e}^{-\lambda }}{{\lambda }^{x}}}{x!};x=0,1,2.....;\lambda >0$. In Poisson distribution $\lambda >0$ and in this question $\lambda =\dfrac{500}{500}$=1 which is greater than 0, that is why we have used Poisson distribution.
Complete step by step answer:
It is given in the question that in a book 500 pages are there out of which 500 misprinting errors are there. So the average number of errors per page in the book is given by lambda, $\lambda =\dfrac{500}{500}$=1. We need to find the probability of at most three misprinting in three pages that is we have to calculate, $P(X\le 3)=P(X=0)+P(X=1)+P(X=2)+P(X=3)........(1)$
Hence using Poisson probability law, the probability of $x$ errors per page is given by:
$P(X=x)=\dfrac{{{e}^{-\lambda }}{{\lambda }^{x}}}{x!}$
$=\dfrac{{{e}^{-(1)}}{{(1)}^{x}}}{x!};x=0,1,2,3$
$=\dfrac{{{e}^{-1}}}{x!};x=0,1,2,3$ as ${{(1)}^{x}}=1$
Now calculating $P(X=0),P(X=1),P(X=2),P(X=3)$ separately by using the above expression and then substituting these values in equation (1) we will get the required probability.
$\begin{align}
& P(X=0)=\dfrac{{{e}^{-1}}}{0!} \\
& =\dfrac{{{e}^{-1}}}{1} \\
& ={{e}^{-1}} \\
\end{align}$as factorial of zero is 1.
$=0.3678$(approximately)
Therefore, $P(X=0)=0.3678...........(2)$
Now we will calculate the value of $P(X=1)$
$\begin{align}
& P(X=1)=\dfrac{{{e}^{-1}}}{1!} \\
& ={{e}^{-1}} \\
\end{align}$
$=0.3678$
Thus, $P(X=1)=0.3678...........(3)$
Now we will calculate the value of $P(X=2)$
$\begin{align}
& P(X=2)=\dfrac{{{e}^{-1}}}{2!} \\
& =\dfrac{{{e}^{-1}}}{2} \\
& =\dfrac{0.3678}{2} \\
& =0.1839 \\
\end{align}$
Thus we get $P(X=2)=0.1839...........(4)$
Now we will calculate the value of $P(X=3)$
$\begin{align}
& P(X=3)=\dfrac{{{e}^{-1}}}{3!} \\
& =\dfrac{{{e}^{-1}}}{6} \\
& =\dfrac{0.3678}{6} \\
& =0.0613 \\
\end{align}$
Thus we get $P(X=3)=0.0613...........(5)$
Putting the values of $P(X=0),P(X=1),P(X=2),P(X=3)$from equation (2), (3), (4) and (5) in equation (1) we get,
$\begin{align}
& P(X\le 3)=0.3678+0.3678+0.1839+0.0613 \\
& =0.9808 \\
\end{align}$
Therefore, $P(X\le 3)$= 0.9808. Hence, the probability of at most three misprinting in three pages is 0.9808 approximately.
Note:
A random variable X is to follow a Poisson Distribution if it assumes only non-negative values and its probability mass function is given by: $P(X=x)=\dfrac{{{e}^{-\lambda }}{{\lambda }^{x}}}{x!};x=0,1,2.....;\lambda >0$. In Poisson distribution $\lambda >0$ and in this question $\lambda =\dfrac{500}{500}$=1 which is greater than 0, that is why we have used Poisson distribution.
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