Robust tests in semiparametric partly linear models

被引:12
|
作者
Bianco, Ana
Boente, Graciela
Martinez, Elena
机构
[1] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst Calculo, RA-1428 Buenos Aires, DF, Argentina
[2] Univ Buenos Aires, Fac Ciencias Exactas & Nat, CONICET, RA-1428 Buenos Aires, DF, Argentina
关键词
hypothesis testing; partly linear models; robust estimation; smoothing techniques;
D O I
10.1111/j.1467-9469.2006.00510.x
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
This paper focuses on the problem of testing the null hypothesis that the regression parameter equals a fixed value under a semiparametric partly linear regression model by using a three-step robust estimate for the regression parameter and the regression function. Two families of tests statistics are considered and their asymptotic distributions are studied under the null hypothesis and under contiguous alternatives. A Monte Carlo study is performed to compare the finite sample behaviour of the proposed tests with the classical one.
引用
收藏
页码:435 / 450
页数:16
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