A characterization of the Wishart exponential families by an invariance property |
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Authors: | Gérard Letac |
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Affiliation: | 1. Laboratoire de Statistique et Probabilités, Université Paul Sabatier, 31062, Toulouse Cedex, France
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Abstract: | E is the space of real symmetric (d, d) matrices, andS and (bar S) are the subsets ofE of positive definite and semipositive-definite matrices. Let there be ap in $$Lambda = left{ {frac{1}{2},1,frac{3}{2}, ldots frac{{d - 1}}{2}} right} cup left] {frac{{d - 1}}{2}, + infty } right[$$ The Wishart natural exponential family with parameterp is a set of probability distributions on (bar S) defined by $$F_p = { exp [ - tfrac{1}{2}Tr(Gamma x)](detGamma )^p mu _p (dx);Gamma in S} $$ where μp is a suitable measure on (bar S) . LetGL(?d) be the subset ofE of invertible matrices. Fora inGL(?d), define the automorphismg a ofE byg a(x)=t axa, where t a is the transpose ofa. The aim of this paper is to show that a natural exponential familyF onE is invariant byg a for alla inGL(?d) if and only if there existsp in Λ such that eitherF=F p, orF is the image ofF p byx??x. (Theorem). |
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