Completely Integrable Gradient System on the bivariate beta statistical manifold
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arXiv
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| Auteurs principaux: | , , |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866913977720635392 |
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| author | Assandje, Prosper Rosaire Mama Dongho, Joseph Bouetou, Thomas Bouetou |
| author_facet | Assandje, Prosper Rosaire Mama Dongho, Joseph Bouetou, Thomas Bouetou |
| contents | This paper investigates the geometry of a completely integrable gradient system defined on the three parameter bivariate beta statistical manifold of the first kind. We prove that the associated vector field is Hamiltonian and admits a Lax pair representation implying complete integrability. We show that the potential function derived from exponential family structure defines a Riemannian metric equivalent to the Fisher information metric. By applying Stirling's approximation to the gamma functions involved in the potential, we obtain an explicit expression that facilitates the study of the pseudo-riemannian geometry of the manifold. Furthermore, we demonstrate that the gradient flow is linearizable in dual affine coordinates, and we identify the Hamiltonian function whose gradient defines the flow. These results highlight the deep interplay between information geometry, dynamical systems, and asymptotic analysis. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2508_04523 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Completely Integrable Gradient System on the bivariate beta statistical manifold Assandje, Prosper Rosaire Mama Dongho, Joseph Bouetou, Thomas Bouetou Differential Geometry This paper investigates the geometry of a completely integrable gradient system defined on the three parameter bivariate beta statistical manifold of the first kind. We prove that the associated vector field is Hamiltonian and admits a Lax pair representation implying complete integrability. We show that the potential function derived from exponential family structure defines a Riemannian metric equivalent to the Fisher information metric. By applying Stirling's approximation to the gamma functions involved in the potential, we obtain an explicit expression that facilitates the study of the pseudo-riemannian geometry of the manifold. Furthermore, we demonstrate that the gradient flow is linearizable in dual affine coordinates, and we identify the Hamiltonian function whose gradient defines the flow. These results highlight the deep interplay between information geometry, dynamical systems, and asymptotic analysis. |
| title | Completely Integrable Gradient System on the bivariate beta statistical manifold |
| topic | Differential Geometry |
| url | https://arxiv.org/abs/2508.04523 |