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Absolute continuity of Wasserstein barycenters on manifolds with a lower Ricci curvature bound

Jianyu Ma

TL;DR

This work proves that Wasserstein barycenters of probability measures on a complete Riemannian manifold with a lower Ricci curvature bound are absolutely continuous when the driving measure assigns mass to AC measures. The authors introduce displacement functionals built from a Hessian equality for barycenters and employ Souslin-space techniques to manage measurability and compactness; these tools enable a noncompact generalization of prior compact-manifold results. A Hessian equality for finite barycenters underpins a second-order calculus that yields entropy-type control along displacement interpolations. The combination of approximation via finite marginals, Hörmander-like Hessian analysis, and Souslin-space compactness culminates in a robust proof that the barycenter inherits absolute continuity, with potential implications for barycentric Jensen-type inequalities and curvature-dimension theory.

Abstract

Given a complete Riemannian manifold $M$ with a lower Ricci curvature bound, we consider barycenters in the Wasserstein space $\mathcal{W}_2(M)$ of probability measures on $M$. We refer to them as Wasserstein barycenters, which by definition are probability measures on $M$. The goal of this article is to present a novel approach to proving their absolute continuity. We introduce a new class of displacement functionals exploiting the Hessian equality for Wasserstein barycenters. To provide suitable instances of such functionals, we revisit Souslin space theory, Dunford-Pettis theorem and the de la Vallée Poussin criterion for uniform integrability. Our method shows that if a probability measure $\mathbb{P}$ on $\mathcal{W}_2(M)$ gives mass to absolutely continuous measures on $M$, then its unique barycenter is also absolutely continuous. This generalizes the previous results on compact manifolds by Kim and Pass arXiv:1412.7726 [math.AP] .

Absolute continuity of Wasserstein barycenters on manifolds with a lower Ricci curvature bound

TL;DR

This work proves that Wasserstein barycenters of probability measures on a complete Riemannian manifold with a lower Ricci curvature bound are absolutely continuous when the driving measure assigns mass to AC measures. The authors introduce displacement functionals built from a Hessian equality for barycenters and employ Souslin-space techniques to manage measurability and compactness; these tools enable a noncompact generalization of prior compact-manifold results. A Hessian equality for finite barycenters underpins a second-order calculus that yields entropy-type control along displacement interpolations. The combination of approximation via finite marginals, Hörmander-like Hessian analysis, and Souslin-space compactness culminates in a robust proof that the barycenter inherits absolute continuity, with potential implications for barycentric Jensen-type inequalities and curvature-dimension theory.

Abstract

Given a complete Riemannian manifold with a lower Ricci curvature bound, we consider barycenters in the Wasserstein space of probability measures on . We refer to them as Wasserstein barycenters, which by definition are probability measures on . The goal of this article is to present a novel approach to proving their absolute continuity. We introduce a new class of displacement functionals exploiting the Hessian equality for Wasserstein barycenters. To provide suitable instances of such functionals, we revisit Souslin space theory, Dunford-Pettis theorem and the de la Vallée Poussin criterion for uniform integrability. Our method shows that if a probability measure on gives mass to absolutely continuous measures on , then its unique barycenter is also absolutely continuous. This generalizes the previous results on compact manifolds by Kim and Pass arXiv:1412.7726 [math.AP] .
Paper Structure (18 sections, 38 theorems, 91 equations)

This paper contains 18 sections, 38 theorems, 91 equations.

Key Result

Theorem 1

Let $(M, \matheuvm{g})$ be a complete Riemannian manifold with a lower Ricci curvature bound. If a probability measure $\mathbb{P} \in \mathcal{W}_2(\mathcal{W}_2(M))$ gives mass to the set of absolutely continuous probability measures on $M$, then its unique barycenter is absolutely continuous.

Theorems & Definitions (75)

  • Theorem
  • Definition 2.1: Barycenter
  • Theorem 2.2: Law of large numbers for Wasserstein barycenters, le2017existence
  • Lemma 2.3
  • proof
  • Theorem 2.4: Kuratowski and Ryll-Nardzewski measurable selection theorem
  • Definition 2.5: Conditional probability measures
  • Lemma 2.6: Measurable barycenter selection maps
  • proof
  • Definition 2.7: Multi-marginal optimal transport plans
  • ...and 65 more