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Suppose that a sequence of independent tosses is made with a coin for which the probability of obtaining a head-on each given toss is \(\frac{{\bf{1}}}{{{\bf{30}}}}.\)

a. What is the expected number of tails that will be obtained before five heads have been obtained?

b. What is the variance of the number of tails that will be obtained before five heads have been obtained?

Short Answer

Expert verified

a.145

b. 4350

Step by step solution

01

Given information

Let X show the number of tails until the first fiveheadsare obtained.

Here, X is a random variable that follows negative binomial distribution that is

\(X \sim NB\left( {r = 5,p = \frac{1}{{30}}} \right)\).

02

Defining the pdf

This negative binomial distribution is based on failures.

Thus, the pdf is,

\(f\left( x \right) = {}^{x + r - 1}{C_{r - 1}}{p^r}{\left( {1 - p} \right)^{x - r}},r = 0,1,2 \ldots \)

03

(a) Expectation finding

Since X follows a negative binomial distribution, by its properties, the expectation is:

\(\begin{array}{c}E\left( X \right) = \frac{{r\left( {1 - p} \right)}}{p}\\ = \frac{{5\left( {1 - \frac{1}{{30}}} \right)}}{{\frac{1}{{30}}}}\\ = 145\end{array}\)

As a result, the predicted number of tails gained prior to obtaining five heads is 145.

04

(b) Variance finding

Since X follows a negative binomial, by its properties, the variance is:

\(\begin{array}{c}V\left( X \right) = \frac{{r\left( {1 - p} \right)}}{{{p^2}}}\\ = \frac{{5\left( {1 - \frac{1}{{30}}} \right)}}{{\frac{1}{{{{30}^2}}}}}\\ = 4350\end{array}\)

As a result, the variation of the number of tails acquired before five tails are achieved is 4350.

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