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Information Inequalities for the Bayes Risk

Lawrence D. Brown, Leslaw Gajek

The Annals of Statistics · 1990 · Volume 18 · Issue 4

DOI: 10.1214/aos/1176347867

Abstract

This paper presents lower bounds, derived from the information inequality, for the Bayes risk under scaled quadratic loss. Some numerical results are also presented which give some idea concerning the precision of these bounds. An appendix contains a proof of the information inequality without conditions on the estimator. This result is a direct extension of an earlier result of Fabian and Hannan.

Keywords

60E15, 62C99, 62F10, 62F15, Bayes risk, exponential family, Information inequality (Cramer-Rao inequality)

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