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ESTIMATION OF SCATTER MATRIX BASED ON i.i.d. SAMPLE FROM ELLIPTICAL DISTRIBUTIONS

ESTIMATION OF SCATTER MATRIX BASED ON i.i.d. SAMPLE FROM ELLIPTICAL DISTRIBUTIONS
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摘要 In this paper, we consider the estimation of a scatter matrix under entropy loss, quadratic loss, when the samples x(1),…,x(n) are i.i.d. and x(1) ̄ECp(μ,Σ,f). With respect to entropy and quadratic losses, we obtain the best estimator of Σ having the form αSx as well as having the form Tx△Tx' , where Sx,Tx and △ are given in the text, and obtain the minimax estimator of Σ and the best equivariant estimator of Σ with respect to the triangular transformations group LT+ (p)(the group consisting of lower triangular matrices with positive diagonal elements). Some related discussion are given as its generalizations. In this paper, we consider the estimation of a scatter matrix under entropy loss, quadratic loss, when the samples x(1),…,x(n) are i.i.d. and x(1) ̄ECp(μ,Σ,f). With respect to entropy and quadratic losses, we obtain the best estimator of Σ having the form αSx as well as having the form Tx△Tx' , where Sx,Tx and △ are given in the text, and obtain the minimax estimator of Σ and the best equivariant estimator of Σ with respect to the triangular transformations group LT+ (p)(the group consisting of lower triangular matrices with positive diagonal elements). Some related discussion are given as its generalizations.
出处 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 1995年第4期405-412,共8页 应用数学学报(英文版)
关键词 Elliptical distribution entropy loss quadratic loss Elliptical distribution, entropy loss, quadratic loss
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