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On Differential and Riemannian Calculus on Wasserstein Spaces

Differential Geometry 2025-04-17 v2 Probability

Abstract

In this paper we develop an intrinsic formalism to study the topology, smooth structure, and Riemannian geometry of the Wasserstein space of a closed Riemannian manifold. Our formalism allows for a new characterisation of the Weak topology via convergent sequences of the subjacent space. Applying it we also provide a new proof that Wasserstein spaces of closed manifolds are geodesically convex. Our framework is particularly handy to address the Wasserstein spaces of compact Lie groups, where we refine our formalism and present an explicit example.

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Cite

@article{arxiv.2406.05268,
  title  = {On Differential and Riemannian Calculus on Wasserstein Spaces},
  author = {André Magalhães de Sá Gomes and Christian S. Rodrigues and Luiz A. B. San Martin},
  journal= {arXiv preprint arXiv:2406.05268},
  year   = {2025}
}

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20 pages