Let X and Y be two random variables. Suppose X|Y ~ Binomial(n, Y ) where n is fixed and Y stands for the probability of success. Suppose the success probability Y is a random variable distributed as a Beta distribution, Y ~ Beta(a, B). The PDF of Beta(a, ß) is defined by the following f(y) = { S Bay*-(1 – y)%-1, 0 0, ß > 0, otherwise, 0, where B(a, B) T(a)I"(3) T(a+B) (1) Find E(X|Y) and V(X|Y). (2) Find E(X). (3) Find Cor(X, Y). Hint: E(X|Y) is a linear function of Y. (4) Find the conditional PDF of Y given X = x.

MATLAB: An Introduction with Applications
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Author:Amos Gilat
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2. Let X and Y be two random variables. Suppose X|Y ~ Binomial(n, Y) where n is fixed and Y stands
for the probability of success. Suppose the success probability Y is a random variable distributed as
a Beta distribution, Y
Beta(a, B). The PDF of Beta(@, B) is defined by the following
{
Bay"(1 – y)B-1, 0<y<1,a > 0, ß > 0,
otherwise,
f(y)
0,
where B(a, B)
r(a)I(8)
T(a+B)
(1) Find E(X|Y) and V(X|Y).
(2) Find E(X).
(3) Find Cor(X,Y). Hint: E(X|Y) is a linear function of Y.
(4) Find the conditional PDF of Y given X = x.
Transcribed Image Text:2. Let X and Y be two random variables. Suppose X|Y ~ Binomial(n, Y) where n is fixed and Y stands for the probability of success. Suppose the success probability Y is a random variable distributed as a Beta distribution, Y Beta(a, B). The PDF of Beta(@, B) is defined by the following { Bay"(1 – y)B-1, 0<y<1,a > 0, ß > 0, otherwise, f(y) 0, where B(a, B) r(a)I(8) T(a+B) (1) Find E(X|Y) and V(X|Y). (2) Find E(X). (3) Find Cor(X,Y). Hint: E(X|Y) is a linear function of Y. (4) Find the conditional PDF of Y given X = x.
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