Suppose that X follows a geometric distribution, P(X = k)

Chapter , Problem 7

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QUESTION:

Suppose that X follows a geometric distribution,

                                    \(P(X=k)=p(1-p)^{k-1}\)

and assume an i.i.d. sample of size n.

a. Find the method of moments estimate of p.

b. Find the mle of p.

c. Find the asymptotic variance of the mle.

d. Let p have a uniform prior distribution on [0, 1]. What is the posterior distribution of p? What is the posterior mean?

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QUESTION:

Suppose that X follows a geometric distribution,

                                    \(P(X=k)=p(1-p)^{k-1}\)

and assume an i.i.d. sample of size n.

a. Find the method of moments estimate of p.

b. Find the mle of p.

c. Find the asymptotic variance of the mle.

d. Let p have a uniform prior distribution on [0, 1]. What is the posterior distribution of p? What is the posterior mean?

ANSWER:

Step 1 of 6

Given:

The variable X follows the geometric distribution with probability mass function as,

                                                 

 

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