Question 13 Marks
If the probability of success in a single trial is $0 . 0 1$, how many minimum number of Bernoulli trials must be performed in order that the probability of at least one success is $\frac{ 1 }{ 2 }$ or more? (Use $\log _{10} 2=0.3010$ and $\log _{10} 99=1.9956$ )
Answer
View full question & answer→We have, $p=0.01=\frac{1}{100} \Rightarrow q=\frac{99}{100}$
Let number of Bernoulli trials be $n$.
Now, the binomial distribution formula is for any random variable $( x )$ is given by
$
P(X=x)={ }^n C_x\left(\frac{1}{100}\right)^x\left(\frac{99}{100}\right)^{n-x}
$
So, the probability of at least one success is
$
P(X \geq 1)=1-P(X=0)=1-{ }^n C_0\left(\frac{1}{100}\right)^0\left(\frac{99}{100}\right)^n=1-\left(\frac{99}{100}\right)^n
$
According to condition, $P(X \geq 1) \geq 0.5 \Rightarrow 1-\left(\frac{99}{100}\right)^n \geq 0.5 \Rightarrow\left(\frac{99}{100}\right)^n \leq 0.5$
$
\Rightarrow n \log _{10} \frac{99}{100} \leq \log _{10} 0.5 \Rightarrow n \geq \frac{\log _{10} 0.5}{\log _{10} 0.99} ; \quad\left(\text { as } \log _{10} 0.99<0\right)
$
$\left[\right.$ Using $\log _{10} 2=0.3010$ and $\left.\log _{10} 99=1.9956\right] \Rightarrow n \geq 68.409 \Rightarrow n=69[\because n \in N ]$.
Let number of Bernoulli trials be $n$.
Now, the binomial distribution formula is for any random variable $( x )$ is given by
$
P(X=x)={ }^n C_x\left(\frac{1}{100}\right)^x\left(\frac{99}{100}\right)^{n-x}
$
So, the probability of at least one success is
$
P(X \geq 1)=1-P(X=0)=1-{ }^n C_0\left(\frac{1}{100}\right)^0\left(\frac{99}{100}\right)^n=1-\left(\frac{99}{100}\right)^n
$
According to condition, $P(X \geq 1) \geq 0.5 \Rightarrow 1-\left(\frac{99}{100}\right)^n \geq 0.5 \Rightarrow\left(\frac{99}{100}\right)^n \leq 0.5$
$
\Rightarrow n \log _{10} \frac{99}{100} \leq \log _{10} 0.5 \Rightarrow n \geq \frac{\log _{10} 0.5}{\log _{10} 0.99} ; \quad\left(\text { as } \log _{10} 0.99<0\right)
$
$\left[\right.$ Using $\log _{10} 2=0.3010$ and $\left.\log _{10} 99=1.9956\right] \Rightarrow n \geq 68.409 \Rightarrow n=69[\because n \in N ]$.
