Information geometry of the Otto metric

Abstract We introduce the dual of the mixture connection with respect to the Otto metric which represents a new kind of exponential connection. This provides a dual structure consisting of the mixture connection, the Otto metric as a Riemannian metric, and the new exponential connection. We derive the geodesic equation of this exponential connection, which coincides with the Kolmogorov forward equation of a gradient flow. We then derive the canonical contrast function of the introduced dual structure.

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Publication Details

Journal
Information Geometry
Published
2024-11-06
DOI
https://doi.org/10.1007/s41884-024-00149-w
Citations
7
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
2.53
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article

Information geometry of the Otto metric

Nihat Ay
7 citations
Information Geometry
Topological and Geometric Data Analysis
2.53
article

Information geometry of the Otto metric

Nihat Ay
article en
7 citations

Abstract

Abstract We introduce the dual of the mixture connection with respect to the Otto metric which represents a new kind of exponential connection. This provides a dual structure consisting of the mixture connection, the Otto metric as a Riemannian metric, and the new exponential connection. We derive the geodesic equation of this exponential connection, which coincides with the Kolmogorov forward equation of a gradient flow. We then derive the canonical contrast function of the introduced dual structure.

Information GeometryVol. 8(S1)
Santa Fe Institute (US), Leipzig University of Applied Sciences (DE), Universität Hamburg (DE), Hamburg University of Technology (DE), Leipzig University (DE)
Openalex Percentile: Top 9%
Topological and Geometric Data Analysis
2.53
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Information geometry of the Otto metric — Nihat Ay · Information Geometry (2024) | TGRS Research Map | TGRS