English

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 ε\varepsilon-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 ε0\varepsilon\to0 of vanishing regularization, strong compactness holds in L1L^{1} and cluster points are Kantorovich potentials. In particular, the Schr\"odinger potentials converge in L1L^{1} 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'