Structural properties and convergence results for contours of sample statistical depth functions

Citation
Yj. Zuo et R. Serfling, Structural properties and convergence results for contours of sample statistical depth functions, ANN STATIST, 28(2), 2000, pp. 483-499
Citations number
27
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
28
Issue
2
Year of publication
2000
Pages
483 - 499
Database
ISI
SICI code
0090-5364(200004)28:2<483:SPACRF>2.0.ZU;2-U
Abstract
Statistical depth functions have become increasingly used in nonparametric inference for multivariate data. Here the contours of such functions are st udied. Structural properties of the regions enclosed by contours, such as a ffine equivariance, nestedness, connectedness and compactness, and almost s ure convergence results for sample depth contours, are established. Also, s pecialized results are established for some popular depth functions, includ ing halfspace depth, and for the case of elliptical distributions. Finally, some needed foundational results on almost sure convergence of sample dept h functions are provided.