M-Functionals of Multivariate Scatter
Data(s) |
2015
|
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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 |