English

Wasserstein Barycenters over Riemannian manifolds

Analysis of PDEs 2015-10-05 v2 Differential Geometry

Abstract

We study barycenters in the space of probability measures on a Riemannian manifold, equipped with the Wasserstein metric. Under reasonable assumptions, we establish absolute continuity of the barycenter of general measures ΩP(P(M))\Omega \in P(P(M)) on Wasserstein space, extending on one hand, results in the Euclidean case (for barycenters between finitely many measures) of Agueh and Carlier \cite{ac} to the Riemannian setting, and on the other hand, results in the Riemannian case of Cordero-Erausquin, McCann, Schmuckenschl\"ager \cite{c-ems} for barycenters between two measures to the multi-marginal setting. Our work also extends these results to the case where Ω\Omega is not finitely supported. As applications, we prove versions of Jensen's inequality on Wasserstein space and a generalized Brunn-Minkowski inequality for a random measurable set on a Riemannian manifold.

Keywords

Cite

@article{arxiv.1412.7726,
  title  = {Wasserstein Barycenters over Riemannian manifolds},
  author = {Young-Heon Kim and Brendan Pass},
  journal= {arXiv preprint arXiv:1412.7726},
  year   = {2015}
}