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.
Authors
- Nihat Ay (ORCID: https://orcid.org/0000-0002-8527-2579)
Institutions
- Santa Fe Institute (US)
- Leipzig University of Applied Sciences (DE)
- Universität Hamburg (DE)
- Hamburg University of Technology (DE)
- Leipzig University (DE)
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