Universal connection and curvature for statistical manifold geometry

Date

2007-1

Type

Article

Journal title

Houston Journal of Mathematics

Issue

Vol. 1 No. 33

Author(s)

Khadiga Ali Arwii
L. Del Riego
C.T.J.Dodson

Pages

145 - 161

Abstract

Statistical manifolds are representations of smooth families of probability density functions that allow differential geometric methods to be applied to problems in stochastic processes, mathematical statistics and information theory. It is common to have to consider a number of linear connections on a given statistical manifold and so it is important to know the corresponding universal connection and curvature; then all linear connections and their curvatures are pullbacks. An important class of statistical manifolds is that arising from the exponential families and one particular family is that of gamma distributions, which we showed recently to have important uniqueness properties in stochastic processes. Here we provide formulae for universal connections and curvatures on exponential families and give an explicit example for the manifold of gamma distributions.

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