Entropic Optimal Transport: Convergence of Potentials
Analysis of PDEs
2021-11-02 v2 Functional Analysis
Optimization and Control
Probability
Abstract
We study the potential functions that determine the optimal density for -entropically regularized optimal transport, the so-called Schr\"odinger potentials, and their convergence to the counterparts in classical optimal transport, the Kantorovich potentials. In the limit of vanishing regularization, strong compactness holds in and cluster points are Kantorovich potentials. In particular, the Schr\"odinger potentials converge in to the Kantorovich potentials as soon as the latter are unique. These results are proved for all continuous, integrable cost functions on Polish spaces. In the language of Schr\"odinger bridges, the limit corresponds to the small-noise regime.
Keywords
Cite
@article{arxiv.2104.11720,
title = {Entropic Optimal Transport: Convergence of Potentials},
author = {Marcel Nutz and Johannes Wiesel},
journal= {arXiv preprint arXiv:2104.11720},
year = {2021}
}
Comments
Forthcoming in 'Probability Theory and Related Fields'