论文标题

熵 - 沃斯坦barycenters:PDE表征,规律性和CLT

Entropic-Wasserstein barycenters: PDE characterization, regularity and CLT

论文作者

Carlier, Guillaume, Eichinger, Katharina, Kroshnin, Alexey

论文摘要

在本文中,我们调查了Bigot,Cazelles和Papadakis(2019)引入的熵含量的Wasserstein Barycenters的性质,作为Agueh and Carlier(2011)首次提出的Wasserstein Barycenters的正规化。在以monge-ampère方程式来表征这些bary中心后,我们证明了一定的全球力矩和sobolev界限以及更高的规律性属性。我们终于为熵 - 沃斯坦重中心建立了一个中心限制定理。

In this paper, we investigate properties of entropy-penalized Wasserstein barycenters introduced by Bigot, Cazelles and Papadakis (2019) as a regularization of Wasserstein barycenters first presented by Agueh and Carlier (2011). After characterizing these barycenters in terms of a system of Monge-Ampère equations, we prove some global moment and Sobolev bounds as well as higher regularity properties. We finally establish a central limit theorem for entropic-Wasserstein barycenters.

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