Let X1,...,Xn be iid Poisson(A), and let and S2 denote the sample mean and variance, respectively.

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Let X1,...,Xn be iid Poisson(A), and let  and S2 denote the sample mean and variance, respectively. We now complete Example 7.3.8 in a different way. There we used the Cramer-Rao Bound; now we use completeness.
(a) Prove that  is the best unbiased estimator of λ without using the Cramer-Rao Theorem.
(b) Prove the rather remarkable identity E(S2|) = , and use it to explicitly demonstrate that VarS2 > Var.
(c) Using completeness, can a general theorem be formulated for which the identity in part (b) is a special case?
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Statistical Inference

ISBN: 978-0534243128

2nd edition

Authors: George Casella, Roger L. Berger

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