Asymptotics of reweighted estimators of multivariate location and scatter

Authors
Citation
Hp. Lopuhaa, Asymptotics of reweighted estimators of multivariate location and scatter, ANN STATIST, 27(5), 1999, pp. 1638-1665
Citations number
28
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
27
Issue
5
Year of publication
1999
Pages
1638 - 1665
Database
ISI
SICI code
0090-5364(199910)27:5<1638:AOREOM>2.0.ZU;2-I
Abstract
We investigate the asymptotic behavior of a weighted sample mean and covari ance, where the weights are determined by the Mahalanobis distances with re spect to initial robust estimators. We derive an explicit expansion for the weighted estimators. From this expansion it can be seen that reweighting d oes not improve the rate of convergence of the initial estimators. We also show that if one uses smooth S-estimators to determine the weights, the wei ghted estimators are asymptotically normal. Finally, we will compare the ef ficiency and local robustness of the reweighted S-estimators with two other improvements of S-estimators: T-estimators and constrained M-estimators.