{ "id": "1906.03422", "version": "v1", "published": "2019-06-08T08:53:02.000Z", "updated": "2019-06-08T08:53:02.000Z", "title": "Asymptotic Formulas for Empirical Measures of (Reflecting) Diffusion Processes on Riemannian Manifolds", "authors": [ "Feng-Yu Wang" ], "comment": "33 pages", "categories": [ "math.PR" ], "abstract": "Let $M$ be a compact connected Riemannian manifold possibly with a boundary, let $V\\in C^2(M)$ such that $\\mu(d x):=e^{V(x)}d x$ is a probability measure, and let $\\{\\lambda_i\\}_{i\\ge 1} $ be all non-trivial eigenvalues of $-L$ with Neumann boundary condition if the boundary exists. Then the empirical measures $\\{\\mu_t\\}_{t>0}$ of the diffusion process generated by $L$ (with reflecting boundary if the boundary exists) satisfy $$ \\lim_{t\\to \\infty} \\big\\{t \\mathbb E^x [W_2(\\mu_{t},\\mu)^2]\\big\\}= \\sum_{i=1}^\\infty\\frac 2 {\\lambda_i^2}\\ \\text{ uniformly\\ in\\ } x\\in M,$$ where $\\mathbb E^x$ denotes the expectation taken for the diffusion process starting at point $x$, and $W_2$ is the $L^2$-Warsserstein distance induced by the Riemannian metric. The limit is finite if and only if $d\\le 3$, and when $d\\ge 4$ two-sided estimates are presented for the convergence rate of $\\mathbb E[W_2(\\mu_t,\\mu)^2].$ The same type asymptotic formula is also derived for the modified empirical measures of the (reflecting) diffusion process on a class of non-compact Riemannian manifolds with or without boundary.", "revisions": [ { "version": "v1", "updated": "2019-06-08T08:53:02.000Z" } ], "analyses": { "keywords": [ "diffusion process", "empirical measures", "connected riemannian manifold possibly", "reflecting", "type asymptotic formula" ], "note": { "typesetting": "TeX", "pages": 33, "language": "en", "license": "arXiv", "status": "editable" } } }