M-Functionals of Multivariate Scatter


Autoria(s): Dümbgen, Lutz; Pauly, M.; Schweizer, Thomas
Data(s)

2015

Resumo

This survey provides a self-contained account of M-estimation of multivariate scatter. In particular, we present new proofs for existence of the underlying M-functionals and discuss their weak continuity and differentiability. This is done in a rather general framework with matrix-valued random variables. By doing so we reveal a connection between Tyler's (1987) M-functional of scatter and the estimation of proportional covariance matrices. Moreover, this general framework allows us to treat a new class of scatter estimators, based on symmetrizations of arbitrary order. Finally these results are applied to M-estimation of multivariate location and scatter via multivariate t-distributions.

Formato

application/pdf

Identificador

http://boris.unibe.ch/65755/1/SS109.pdf

Dümbgen, Lutz; Pauly, M.; Schweizer, Thomas (2015). M-Functionals of Multivariate Scatter. Statistics Surveys, 9, pp. 32-105. 10.1214/15-SS109 <http://dx.doi.org/10.1214/15-SS109>

doi:10.7892/boris.65755

info:doi:10.1214/15-SS109

urn:issn:1935-7516

Idioma(s)

eng

Relação

http://boris.unibe.ch/65755/

Direitos

info:eu-repo/semantics/openAccess

Fonte

Dümbgen, Lutz; Pauly, M.; Schweizer, Thomas (2015). M-Functionals of Multivariate Scatter. Statistics Surveys, 9, pp. 32-105. 10.1214/15-SS109 <http://dx.doi.org/10.1214/15-SS109>

Palavras-Chave #510 Mathematics
Tipo

info:eu-repo/semantics/article

info:eu-repo/semantics/publishedVersion

PeerReviewed