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文章基本信息

  • 标题:$M$-functionals of multivariate scatter
  • 作者:Lutz Dümbgen ; Markus Pauly ; Thomas Schweizer
  • 期刊名称:Statistics Surveys
  • 印刷版ISSN:1935-7516
  • 出版年度:2015
  • 卷号:9
  • 页码:32-105
  • DOI:10.1214/15-SS109
  • 语种:English
  • 出版社:Statistics Surveys
  • 摘要: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 (1987a) $M$-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.
  • 关键词:Coercivity; convexity; matrix exponential function; multivariate $t$-distribution; scatter functionals; weak continuity; weak differentiablity
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