Empirical likelihood for partially linear models

被引:159
作者
Shi, J [1 ]
Lau, TS
机构
[1] Chinese Univ Hong Kong, Acad Sinica, Inst Syst Sci, Sha Tin 100083, Peoples R China
[2] Chinese Univ Hong Kong, Dept Stat, Sha Tin 100083, Peoples R China
关键词
partially linear model; empirical likelihood; nonparametric likelihood ratio; sieve approximation; weight functions;
D O I
10.1006/jmva.1999.1866
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
In this paper, we consider the application of the empirical likelihood method to partially linear model. Unlike the usual cases, we first propose an approximation to the residual of the model to deal with the nonparametric part sc that Owen's (1990) empirical likelihood approach can be applied. Then, under quite general conditions, we prove that the empirical log-likelihood ratio statistic is asymptotically chisquared distributed. Therefore, the empirical likelihood confidence regions can be constructed accordingly. (C) 2000 Academic Press AMS 1991 subject classifications: 62J99. 62G20, 62G15.
引用
收藏
页码:132 / 148
页数:17
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