Asymptotic behaviour of S-estimates of multivariate location parameters and dispersion matrices (Q1103299)
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scientific article; zbMATH DE number 4052816
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Asymptotic behaviour of S-estimates of multivariate location parameters and dispersion matrices |
scientific article; zbMATH DE number 4052816 |
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Asymptotic behaviour of S-estimates of multivariate location parameters and dispersion matrices (English)
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1987
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Random vectors of dimension \(k\geq 2\) are considered, when their common density is given by \(| \Sigma |^{-}f((x-\mu)^ t\Sigma^{- 1}(x-\mu))\). The problem is to obtain affine equivariant estimators of \(\mu\) and \(\Sigma\), with high breakdown points. The minimum volume estimators proposed by \textit{P. J. Rousseeuw} [Mathematical statistics and applications, Proc. 4th Pannonian Symp. Math. Stat., Bad Tatzmannsdorf/Austria 1983, Vol. B, 283-297 (1985; Zbl 0609.62054)] and other S-estimators are considered. Under certain differentiability conditions the estimates are consistent and asymptotically normally distributed with a norming factor of \(n^{1/2}\). Two final sections of the paper contain an analysis of the breakdown point and an example.
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location parameters
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dispersion matrices
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location
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consistency
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asymptotic normality
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affine equivariant estimators
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high breakdown points
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minimum volume estimators
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S-estimators
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differentiability conditions
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0.91318166
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0.8993124
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0.88179994
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0.88034976
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