The influence function of the Stahel-Donoho estimator of multivariate location and scatter

被引:13
作者
Gervini, D [1 ]
机构
[1] Univ Zurich, Dept Biostat, CH-8006 Zurich, Switzerland
关键词
asymptotic relative efficiency; gross-error sensitivity; local robustness; reweighted estimators;
D O I
10.1016/S0167-7152(02)00315-2
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 article derives the influence function of the Stahel-Donoho estimator of multivariate location and scatter for elliptical distributions. Local robustness and asymptotic relative efficiency are studied. The expressions obtained for the influence functions coincide with those of one-step reweighted estimators. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:425 / 435
页数:11
相关论文
共 11 条
[1]  
Bilodeau M., 1999, THEORY MULTIVARIATE
[3]  
Donoho D., 1982, BREAKDOWN PROPERTIES
[4]  
GERVINI D, 2002, IN PRESS J MULTIVAR
[5]  
Hampel F. R., 1986, ROBUST STAT APPROACH
[6]   Constrained M-estimation for multivariate location and scatter [J].
Kent, JT ;
Tyler, DE .
ANNALS OF STATISTICS, 1996, 24 (03) :1346-1370
[7]   Asymptotics of reweighted estimators of multivariate location and scatter [J].
Lopuhaä, HP .
ANNALS OF STATISTICS, 1999, 27 (05) :1638-1665
[8]   THE BEHAVIOR OF THE STAHEL-DONOHO ROBUST MULTIVARIATE ESTIMATOR [J].
MARONNA, RA ;
YOHAI, VJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (429) :330-341
[9]  
Maronna RA, 1998, ENCY STAT SCI UPDATE, P589
[10]  
Stahel W., 1981, THESIS ETH ZURICH