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Assume that Y has a beta distribution with parameters ?
Chapter 6, Problem 8E(choose chapter or problem)
Assume that \(Y\) has a beta distribution with parameters \(\alpha\) and \(\beta\).
a. Find the density function of \(U=1-Y\).
b. Identify the density of \(U\) as one of the types we studied in Chapter 4. Be sure to identify any parameter values.
c. How is \(E(U)\) related to \(E(Y)\)?
d. How is \(V(U)\) related to \(V(Y)\)?
Questions & Answers
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QUESTION:
Assume that \(Y\) has a beta distribution with parameters \(\alpha\) and \(\beta\).
a. Find the density function of \(U=1-Y\).
b. Identify the density of \(U\) as one of the types we studied in Chapter 4. Be sure to identify any parameter values.
c. How is \(E(U)\) related to \(E(Y)\)?
d. How is \(V(U)\) related to \(V(Y)\)?
ANSWER:Step 1 of 4
a) We have to find the density function of U = 1-Y
Given that Y is a beta distribution with \(\alpha\) and \(\beta\)
The probability density function of beta distribution is
\(f(y)=\frac{y^{\alpha-1}(1-y)^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)}\)
Now the cumulative distribution function of beta distribution is
\(F(y)=\int_{0}^{y} \frac{y^{\alpha-1}(1-y)^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)} d y\)
Now
\(\begin{aligned}
F_{U}(y) & =P(U \leq y) \\
& =P(1-Y \leq y) \\
& =P(Y \geq 1-y) \\
& =1-P(Y \leq 1-y) \\
& =1-\int_{0}^{1-y} \frac{y^{\alpha-1}(1-y)^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)} d y
\end{aligned}\)
The probability density function
\(\begin{aligned}
f(y) & =F^{\prime}(y) \\
& =\frac{d}{d y}\left(1-\int_{0}^{1-y} \frac{y^{\alpha-1}(1-y)^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)} d y\right) \\
& =-\frac{(1-y)^{\alpha-1} y^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)}
\end{aligned}\)
Hence \(f_{U}(y)=-\frac{(1-y)^{\alpha-1} y^{\beta-1}}{\Gamma(\alpha) \Gamma(\beta) / \Gamma(\alpha+\beta)}\)
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