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Main Authors: Kobayashi, Shimpei, Ohno, Yu
Format: Preprint
Published: 2023
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Online Access:https://arxiv.org/abs/2302.07471
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author Kobayashi, Shimpei
Ohno, Yu
author_facet Kobayashi, Shimpei
Ohno, Yu
contents We study a statistical manifold $(\mathcal{N}, g^F, \nabla^{A}, \nabla^{A*})$ of multivariate normal distributions, where $g^F$ is the Fisher metric and $\nabla^{A}$ is the Amari-Chentsov connection and $\nabla^{A*}$ is its conjugate connection. We will show that it admits a solvable Lie group structure and moreover the Amari-Chentsov connection $\nabla^{A}$ on $(\mathcal{N}, g^F)$ will be characterized by the conjugate symmetry, i.e., a curvatures identity $R=R^*$ of a connection $\nabla$ and its conjugate connection $\nabla^*$.
format Preprint
id arxiv_https___arxiv_org_abs_2302_07471
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle A characterization of the alpha-connections on the statistical manifold of multivariate normal distributions
Kobayashi, Shimpei
Ohno, Yu
Differential Geometry
We study a statistical manifold $(\mathcal{N}, g^F, \nabla^{A}, \nabla^{A*})$ of multivariate normal distributions, where $g^F$ is the Fisher metric and $\nabla^{A}$ is the Amari-Chentsov connection and $\nabla^{A*}$ is its conjugate connection. We will show that it admits a solvable Lie group structure and moreover the Amari-Chentsov connection $\nabla^{A}$ on $(\mathcal{N}, g^F)$ will be characterized by the conjugate symmetry, i.e., a curvatures identity $R=R^*$ of a connection $\nabla$ and its conjugate connection $\nabla^*$.
title A characterization of the alpha-connections on the statistical manifold of multivariate normal distributions
topic Differential Geometry
url https://arxiv.org/abs/2302.07471