Mean squared error estimators of small area means using survey weights

被引:12
|
作者
Torabi, Mahmoud [1 ]
Rao, Jon N. K. [2 ]
机构
[1] Univ Manitoba, Dept Community Hlth Sci, Winnipeg, MB R3E 0W3, Canada
[2] Carleton Univ, Sch Math & Stat, Ottawa, ON K1S 5B6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Benchmarking; design consistency; mean squared error estimation; nested error; regression model; PREDICTION-APPROACH; MODEL;
D O I
10.1002/cjs.10078
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
Using survey weights [You & Rao You and Rao The Canadian Journal of Statistics 2002 30 431-439] proposed a pseudo-empirical best linear unbiased prediction (pseudo EBLUP) estimator of a small area mean under a nested error linear regression model This estimator borrows strength across ire is through a linking model and makes use of survey weights to ensure design consistency and preserve benchmarking property in the sense that the estimators add up to a reliable direct estimator of the mean of a large area covering the small areas In this article a second order approximation to the mean squared error (MSE) of the pseudo EBLUP estimator of a small area mean is derived Using this approximation an estimator of MSE that is nearly unbiased is derived the MSE estimator of You & Rao [You and Rao The Canadian Journal of Statistics 2002 30 431-439] ignored cross-product terms in the MSE and hence it is based Empirical results on the performance of the proposed MSE estimator are also presented The Canadian Journal of Statistics 38 598-608 2010 (C) 2010 Statistical Society or Canada
引用
收藏
页码:598 / 608
页数:11
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