Let X1, , Xn be i.i.d. Poisson with mean . Consider estimating g() = e by
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Let X1, ··· , Xn be i.i.d. Poisson with mean λ. Consider estimating g(λ) = e−λ by the estimator Tn = e−X¯n . Find an approximation to the bias of Tn; specifically, find a function b(λ) satisfying Eλ(Tn) = g(λ) + n−1 b(λ) + O(n−2
)
as n → ∞. Such an expression suggests a new estimator Tn −n−1b(λ), which has bias O(n−2). But, b(λ) is unknown. Show that the estimator Tn − n−1b(X¯n) has bias O(n−2)
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Related Book For
Testing Statistical Hypotheses
ISBN: 9781441931788
3rd Edition
Authors: Erich L. Lehmann, Joseph P. Romano
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