Recall that if X1,...,Xk are independent random variables

Chapter 4, Problem 4.3.2

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Recall that if X1,...,Xk are independent random variables each having an exponential distribution with parameter , then the random variable X = X1 ++Xk has a gamma distribution with parameters k and .(a) Use this fact to verify the expectation and variance of a gamma distribution. Check that you get the same answer for the expectation of a gamma random variable using the formula E(X) = 0 xf (x) dx where f (x) is the probability density function of the gamma distribution. (b) If X has a gamma distribution with parameters k1 and , and Y has a gamma distribution with parameters k2 and , where k1 and k2 are both positive integers and X and Y are independent random variables, explain why Z = X +Y has a gamma distribution with parameters k1+k2 and.

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