Continuity of halfspace depth contours and maximum depth estimators: Diagnostics of depth-related methods

被引:20
|
作者
Mizera, I [1 ]
Volauf, M
机构
[1] Univ Alberta, Edmonton, AB T6G 2G1, Canada
[2] Comenius Univ, SK-84248 Bratislava, Slovakia
基金
加拿大自然科学与工程研究理事会;
关键词
depth; depth contours; maximum depth estimators; continuity; qualitative robustness; stability; set-valued analysis;
D O I
10.1006/jmva.2001.2053
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
Continuity of procedures based on the halfspace (Tukey) depth (location and regression setting) is investigated in the framework of continuity concepts from set-valued analysis. Investigated procedures are depth contours (upper level sets) and maximum depth estimators. Continuity is studied both as the pointwise continuity of data-analytic functions, and the weak continuity of statistical functionals-the latter having relevance for qualitative robustness. After a real-data example, some general criteria and counterexamples are given, as well as positive results holding for "typical". data. Finally, some consequences for diagnostics and practical use of the depth-based techniques are drawn. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:365 / 388
页数:24
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