Convergence of depth contours for multivariate datasets

被引:1
|
作者
He, XM [1 ]
Wang, G
机构
[1] Univ Illinois, Dept Stat, Champaign, IL 61820 USA
[2] De Paul Univ, Dept Math, Chicago, IL 60614 USA
来源
ANNALS OF STATISTICS | 1997年 / 25卷 / 02期
关键词
convergence; contour; data depth; elliptic distributions; location-scatter; M-estimator; multivariate dataset; robustness;
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
Contours of depth often provide a good geometrical understanding of the structure of a multivariate dataset. They are also useful in robust statistics in connection with generalized medians and data ordering. If the data constitute a random sample from a spherical or elliptic distribution, the depth contours are generally required to converge to spherical or elliptical shapes. We consider contour constructions based on a notion of data depth and prove a uniform contour convergence theorem under verifiable conditions on the depth measure. Applications to several existing depth measures discussed in the literature are also considered.
引用
收藏
页码:495 / 504
页数:10
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