Recursive estimation for sliced inverse regression

被引:0
|
作者
Thi Mong Ngoc Nguyen [1 ,2 ]
Saracco, Jerome [1 ,2 ,3 ]
机构
[1] Univ Bordeaux 1, UMR CNRS 5251, Inst Math Bordeaux, 351 cours liberat, F-33405 Talence, France
[2] INRIA Bordeaux Sud Ouest, Equipe CQFD, Talence, France
[3] Univ Montesquieu Bordeaux 4, UMR CNRS 5113, GREThA, Bordeaux, France
来源
JOURNAL OF THE SFDS | 2010年 / 151卷 / 02期
关键词
recursive estimation; semiparametric regression model; Sliced Inverse Regression (SIR);
D O I
暂无
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 study a recursive estimation procedure for sliced inverse regression. When the number H of slices is equal to two, we obtain an analytic expression of the estimator of the direction of the parameter theta in the semiparametric regression modely = f(x' theta, epsilon), which does not require the estimation of the link function f. We propose a recursive estimation procedure for this estimator. We establish some asymptotic properties of the estimator. A simulation study illustrates the good numerical behavior of the estimator. The recursive approach has the advantage to be computationaly faster than the non recursive one.
引用
收藏
页码:19 / 46
页数:28
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