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arXiv:2504.19368 (math-ph)
[Submitted on 27 Apr 2025 (v1) , last revised 30 Apr 2025 (this version, v2)]

Title: Geometric calculations on probability manifolds from reciprocal relations in Master equations

Title: 概率流形上的几何计算来自主方程中的倒易关系

Authors:Wuchen Li
Abstract: Onsager reciprocal relations are widely used to model irreversible processes in complex systems in physics. Recently, it has been studied that Onsager principles for master equations on finite states introduce a class of Riemannian metrics in a probability simplex, named probability manifolds. We refer to these manifolds as finite-state generalized Wasserstein-$2$ spaces. In this paper, we study geometric calculations in probability manifolds, deriving the Levi-Civita connection, gradient, Hessian, and parallel transport, as well as Riemannian and sectional curvatures. We present two examples of geometric quantities in probability manifolds. These include Levi-Civita connections from the chemical monomolecular triangle reaction and sectional, Ricci and scalar curvatures in Wasserstein space on a simplex set with a three-point lattice.
Abstract: 昂萨格互易关系被广泛用于模拟物理中复杂系统中的不可逆过程。 最近的研究表明,有限状态主方程的昂萨格原理引入了一类概率单纯形上的黎曼度量,称为概率流形。 我们把这些流形称为有限状态广义昂萨格-$2$空间。 在本文中,我们研究了概率流形中的几何计算,推导了黎曼联络、梯度、Hessian 和平行移动,以及黎曼曲率和截面曲率。 我们给出了概率流形中两个几何量的例子。 这些包括从化学单分子三角反应得到的黎曼联络,以及三点格点上的单纯形集上Wasserstein空间中的截面、Ricci和数量曲率。
Comments: Comments are welcome. Some typos are corrected
Subjects: Mathematical Physics (math-ph) ; Combinatorics (math.CO); Differential Geometry (math.DG); Probability (math.PR)
Cite as: arXiv:2504.19368 [math-ph]
  (or arXiv:2504.19368v2 [math-ph] for this version)
  https://doi.org/10.48550/arXiv.2504.19368
arXiv-issued DOI via DataCite

Submission history

From: Wuchen Li [view email]
[v1] Sun, 27 Apr 2025 22:14:18 UTC (2,077 KB)
[v2] Wed, 30 Apr 2025 15:25:52 UTC (2,075 KB)
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