Answer: Let X1,X2, . . . ,Xn be a random sample from a

Chapter 6, Problem 2E

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QUESTION:

Problem 2E

Let X1,X2, . . . ,Xn be a random sample from a gamma distribution with known α and with θ = 1. Say τ has a prior pdf that is gamma with parameters α0 and θ0, so that the prior mean is α0θ0.

(a) Find the posterior pdf of τ , given that X1 = x1,X2 =x2, . . . ,Xn = xn.

(b) Find the mean of the posterior distribution found inpart (a), and write it as a function of the sample mean X and α0θ0.

(c) Explain how you would find a 95% interval estimate of τ if n = 10, α = 3, α0 = 10, and θ0 = 2.

Questions & Answers

QUESTION:

Problem 2E

Let X1,X2, . . . ,Xn be a random sample from a gamma distribution with known α and with θ = 1. Say τ has a prior pdf that is gamma with parameters α0 and θ0, so that the prior mean is α0θ0.

(a) Find the posterior pdf of τ , given that X1 = x1,X2 =x2, . . . ,Xn = xn.

(b) Find the mean of the posterior distribution found inpart (a), and write it as a function of the sample mean X and α0θ0.

(c) Explain how you would find a 95% interval estimate of τ if n = 10, α = 3, α0 = 10, and θ0 = 2.

ANSWER:

Step 1 of 8

a) Given,

Conditional pdf of variable is stated below,

 

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