ON MEDIAN-TYPE ESTIMATORS OF DIRECTION FOR THE VON MISES-FISHER DISTRIBUTION

被引:9
作者
CHAN, YM [1 ]
HE, XM [1 ]
机构
[1] UNIV ILLINOIS,DEPT STAT,CHAMPAIGN,IL 61820
关键词
ASYMPTOTIC DISTRIBUTION; DIRECTIONAL DATA; EFFICIENCY; GROSS-ERROR SENSITIVITY; INFLUENCE FUNCTION; L(1)-ESTIMATOR; SPATIAL MEDIAN; SPHERICAL MEDIAN; VON MISES-FISHER DISTRIBUTION;
D O I
10.2307/2336878
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We study three median-type estimators of direction: the normalized spatial median, L(1)-estimator on the sphere and spherical median. Their asymptotic distributions, efficiencies, influence functions and sensitivities are given at the von Mises-Fisher model. A simulation study is also carried out to compare their finite sample performance in terms of mean squared errors. We conclude that overall the normalized spatial median is the preferred estimator.
引用
收藏
页码:869 / 875
页数:7
相关论文
共 11 条
[1]   SPATIAL MEDIAN AND DIRECTIONAL-DATA [J].
DUCHARME, GR ;
MILASEVIC, P .
BIOMETRIKA, 1987, 74 (01) :212-215
[2]  
FISHER NI, 1985, J ROY STAT SOC B MET, V47, P342
[3]  
FISHER NI, 1987, STATISTICAL ANAL SPH
[4]  
HAMPEL FR, 1986, ROBUST STATISTICS AP
[5]  
HAMPEL FR, 1974, J AM STAT ASSOC, V62, P1179
[6]  
HE X, 1991, NONPARAMETRIC STAT, P87
[7]   ROBUST DIRECTION ESTIMATION [J].
HE, XM ;
SIMPSON, DG .
ANNALS OF STATISTICS, 1992, 20 (01) :351-369
[8]  
HUBER PJ, 1967, 5TH P BERK S MATH ST, V1, P221
[9]   A UNIFIED VIEW OF THE THEORY OF DIRECTIONAL STATISTICS, 1975-1988 [J].
JUPP, PE ;
MARDIA, KV .
INTERNATIONAL STATISTICAL REVIEW, 1989, 57 (03) :261-294
[10]   ROBUST M-ESTIMATORS ON SPHERES [J].
KO, DJ ;
CHANG, T .
JOURNAL OF MULTIVARIATE ANALYSIS, 1993, 45 (01) :104-136