[BOOK][B] Informative geometry of probability spaces
J Burbea - 1984 - apps.dtic.mil
J Burbea
1984•apps.dtic.milThis paper is concerned with the geometrical properties that are induced by the local
information contents and structures of the parameter space of probability distributions. Of
particular interest in this investigation is the Rao distance which is the geodesic distance
induced by the differential metric associated with the Fisher information matrix of the
parameter space. Moreover, following Efron, Dawid and Amari, some affine connections are
introduced into the informative geometry of parameter space and thereby elucidating the …
information contents and structures of the parameter space of probability distributions. Of
particular interest in this investigation is the Rao distance which is the geodesic distance
induced by the differential metric associated with the Fisher information matrix of the
parameter space. Moreover, following Efron, Dawid and Amari, some affine connections are
introduced into the informative geometry of parameter space and thereby elucidating the …
Abstract
This paper is concerned with the geometrical properties that are induced by the local information contents and structures of the parameter space of probability distributions. Of particular interest in this investigation is the Rao distance which is the geodesic distance induced by the differential metric associated with the Fisher information matrix of the parameter space. Moreover, following Efron, Dawid and Amari, some affine connections are introduced into the informative geometry of parameter space and thereby elucidating the role of the curvature in statistical studies. In addition, closed form expressions of the Rao distances for certain families of probability distributions are given and discussed.
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