Mean squared error of James-Stein estimators for measurement error models

被引:2
|
作者
Guo, Meixi [1 ]
Ghosh, Malay [1 ]
机构
[1] Univ Florida, Dept Stat, Gainesville, FL 32611 USA
关键词
Efficiency; Empirical Bayes; James-Stein estimator; Mean squared error;
D O I
10.1016/j.spl.2012.06.019
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
Whittemore (1989) in an interesting paper considered estimation of regression coefficients in measurement error models. She had the very interesting result which showed how to overcome the inconsistency of the usual least squares estimator of the regression coefficient in a measurement error model by an alternative James-Stein (James and Stein, 1961) estimator. The author did not provide a rigorous proof for the consistency of the suggested estimator, nor did she provide MSE of her estimator. Our objective is to provide a rigorous second order expansion of the mean squared error of the proposed James-Stein estimator under both known measurement variance and unknown measurement variance. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:2033 / 2043
页数:11
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