Arwini, Khadiga and Del Riego, L and Dodson, CTJ (2007) Universal connection and curvature for statistical manifold geometry. Houston Journal of Mathematics, 33 (1). pp. 145162. ISSN 03621588
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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.
Item Type:  Article 

Uncontrolled Keywords:  Statistical manifold, exponential family, connection, universal connection, universal curvature, gamma 2manifold, Freund 4manifold, bivariate Gaussian 5manifold 
Subjects:  MSC 2010, the AMS's Mathematics Subject Classification > 53 Differential geometry MSC 2010, the AMS's Mathematics Subject Classification > 62 Statistics 
Depositing User:  Prof CTJ Dodson 
Date Deposited:  04 Jun 2007 
Last Modified:  08 Nov 2017 23:32 
URI:  http://eprints.maths.manchester.ac.uk/id/eprint/815 
Available Versions of this Item

Universal connection and curvature for statistical manifold geometry. (deposited 13 Dec 2005)

Universal connection and curvature for statistical manifold geometry. (deposited 16 Apr 2007)
 Universal connection and curvature for statistical manifold geometry. (deposited 04 Jun 2007) [Currently Displayed]

Universal connection and curvature for statistical manifold geometry. (deposited 16 Apr 2007)
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