Characteristic property of a class of multivariate variance functions
Affiliation auteurs | Affiliation ok |
Titre | Characteristic property of a class of multivariate variance functions |
Type de publication | Journal Article |
Year of Publication | 2015 |
Auteurs | Ghribi A, Kokonendji CC, Masmoudi A |
Journal | LITHUANIAN MATHEMATICAL JOURNAL |
Volume | 55 |
Pagination | 506-517 |
Date Published | OCT |
Type of Article | Article |
ISSN | 0363-1672 |
Mots-clés | absolutely monotonic function, domain of means, Moment, Multivariate exponential family, steepness, Variance function |
Résumé | Natural exponential families (NEFs) are well known to be characterized by their variance functions. A problem of increasing interest for dimension d > 1 is the following: given an open convex set Omega of (0,a) (d) and a real analytic function V from Omega into the set of linear symmetric operators from a''e (d) , is V a variance function of some NEF? In the real line case of d = 1, this question was already solved. The aim of this work is to give necessary and sufficient conditions on V in order to be the variance function for some multivariate NEF. The notion of absolutely monotonic function on [0,a) (d) is thus introduced, and the determination of moments of the NEF is also involved. For an NEF concentrated on [0,a) (d) , a bridge is established between the behavior of V around of the origin and the existence conditions of the corresponding NEF. Some illustrating examples are presented. |
DOI | 10.1007/s10986-015-9295-7 |