Suppose X is a gamma random variable gamma(a, B), where a > 1 and B > 0: x > 0 s(2) = { * a-le-/8 otherwise What value of r maximizes the density function of X? Find the moment-generating function of X. Let Y be an independently and identically distributed gamma random variable as X, and let Z = X +Y. Find the moment-generating function of Z. What is the distribution of Z?

MATLAB: An Introduction with Applications
6th Edition
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Author:Amos Gilat
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Suppose \( X \) is a gamma random variable \( \text{gamma}(\alpha, \beta) \), where \( \alpha > 1 \) and \( \beta > 0 \):

\[
f(x) = 
\begin{cases} 
\frac{1}{\beta^\alpha \Gamma(\alpha)} x^{\alpha-1} e^{-x/\beta} & x > 0 \\
0 & \text{otherwise}
\end{cases}
\]

1. **What value of \( x \) maximizes the density function of \( X \)?**

2. **Find the moment-generating function of \( X \).**

3. Let \( Y \) be an independently and identically distributed gamma random variable as \( X \), and let \( Z = X + Y \). Find the moment-generating function of \( Z \). What is the distribution of \( Z \)?
Transcribed Image Text:Suppose \( X \) is a gamma random variable \( \text{gamma}(\alpha, \beta) \), where \( \alpha > 1 \) and \( \beta > 0 \): \[ f(x) = \begin{cases} \frac{1}{\beta^\alpha \Gamma(\alpha)} x^{\alpha-1} e^{-x/\beta} & x > 0 \\ 0 & \text{otherwise} \end{cases} \] 1. **What value of \( x \) maximizes the density function of \( X \)?** 2. **Find the moment-generating function of \( X \).** 3. Let \( Y \) be an independently and identically distributed gamma random variable as \( X \), and let \( Z = X + Y \). Find the moment-generating function of \( Z \). What is the distribution of \( Z \)?
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