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Suppose that X is a random variable for which the m.g.f. is as follows:\(\psi \left( t \right) = {e^{{t^2} + 3t}}\)for−∞< t<∞.

Find the mean and the variance ofX.

Short Answer

Expert verified

The mean of the random variable X is 3 and variance is 2.

Step by step solution

01

Given information

Let X be a given random variable.

The m.g.f. is given by,

\(\psi \left( t \right) = {e^{{t^2} + 3t}}; - \infty < t < \infty \)

02

Computing mean and variance

\(\psi \left( t \right) = {e^{{t^2} + 3t}}\)

The first-order derivative of\(\psi \left( t \right)\)is

\(\psi '\left( t \right) = \left( {2t + 3} \right){e^{{t^2} + 3t}}\)

The second-order derivative of\(\psi \left( t \right)\)is

\(\psi ''\left( t \right) = {\left( {2t + 3} \right)^2}{e^{{t^2} + 3t}} + 2{e^{{t^2} + 3t}}\)

One can get the mean value of X finding\(\psi '\left( 0 \right)\).

\(\begin{align}\mu &= \psi '\left( 0 \right)\\ &= \left( {2 \times 0 + 3} \right){e^0}\\ &= 3 \times 1\\ &= 3\end{align}\)

Let,\({\sigma ^2}\) be the variance of X.

\(\begin{align}{\sigma ^2} &= \psi ''\left( 0 \right) - {\mu ^2}\\ &= {\left( {2 \times 0 + 3} \right)^2}{e^0} + 2{e^0} - {3^2}\\ &= 9 + 2 - 9\\ &= 2\end{align}\)

Therefore, the mean value of X is 3 and the variance is 2.

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Most popular questions from this chapter

Suppose that an observed value of X is equally likely to come from a continuous distribution for which the pdf is for from one for which the pdf is g. Suppose that \(f\left( x \right) > 0\) for \(0 < x < 1\) and \(f\left( x \right) = 0\) otherwise, and suppose also that \(g\left( x \right) > 0\) for \(2 < x < 4\) and \(g\left( x \right) = 0\) otherwise. Determine:

  1. the mean and
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LetYbe a discrete random variable whose p.f. is the

functionfin Example 4.1.4. LetX= |Y|. Prove that the

distribution ofXhas the p.d.f. in Example 4.1.5

\({\bf{f}}\left( {\bf{x}} \right){\bf{ = }}\left\{ \begin{array}{l}\frac{{\bf{1}}}{{{\bf{2}}\left| {\bf{x}} \right|\left( {\left| {\bf{x}} \right|{\bf{ + 1}}} \right)}}{\bf{,x = \pm 1, \pm 2 \ldots ,}}\\{\bf{0,Otherwise}}\end{array} \right.\)

\({\bf{f}}\left( {\bf{x}} \right){\bf{ = }}\left\{ \begin{array}{l}\frac{{\bf{1}}}{{{\bf{x}}\left( {{\bf{x + 1}}} \right)}}{\bf{,x = 1,2,3 \ldots ,}}\\{\bf{0,Otherwise}}\end{array} \right.\)

Let X be a random variable. Suppose that there exists a number m such that \(\Pr \left( {X < m} \right) < \frac{1}{2}\)and\(\Pr \left( {X > m} \right) < \frac{1}{2}\).Prove that m is the unique median of the distribution of X.

Suppose thatXandYhave a continuous joint distributionfor which the joint p.d.f. is as follows:

\({\bf{f}}\left( {{\bf{x,y}}} \right){\bf{ = }}\left\{ \begin{array}{l}{\bf{12}}{{\bf{y}}^{\bf{2}}}\;{\bf{for}}\;{\bf{0}} \le {\bf{y}} \le {\bf{x}} \le {\bf{1}}\\{\bf{0}}\;{\bf{otherwise}}\end{array} \right.\)

Find the value ofE(XY).

Suppose that a random variable X has a continuous distribution for which the pdf is as follows:

\(f\left( x \right) = \left\{ {\begin{aligned}{{}{}}{{e^{ - x}}}&{{\rm{for }}x > 0}\\0&{{\rm{otherwise}}}\end{aligned}} \right.\)

Determine all the medians of this distribution.

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