Bayes estimates as expanders in one and two dimensions

被引:0
|
作者
DasGupta, A [1 ]
Rubin, H [1 ]
机构
[1] Purdue Univ, Dept Stat, W Lafayette, IN 47907 USA
关键词
multivariate normal; Bayes estimate; prior; symmetric; marginal; spherically symmetric; supremum;
D O I
10.1016/S0378-3758(01)00301-9
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Consider the problem of estimating a p-variate normal mean using squared error loss. We demonstrate that contrary to what one might expect, (a) sup E{parallel tod((X) under tilde)parallel to/parallel to} > 1 for p less than or equal to 2, where the supremum is over all priors G symmetric about (0) under tilde, E((.)) denotes marginal expectation corresponding to G and d((X) under tilde) denotes Bayes rule with respect to G. (b) The above supremum is equal to 1 for all p greater than or equal to 3. Thus Bayes estimates corresponding to symmetric priors can be expanders only in one and two dimensions. For p = 1,2, the numerical values of the supremum are obtained. We also prove that sup E{parallel tod((X) under tilde)parallel to/parallel to (X) under tilde parallel to} = 1 for every p > 1 if one restricts to spherically symmetric priors. In the process, some closed form formulas of independent interest are also obtained. (C) 2002 Elsevier Science B.V. All rights reserved.
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页码:1 / 14
页数:14
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