On Differential and Riemannian Calculus on Wasserstein Spaces
Fuente:
arXiv
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| Autores principales: | , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866909580292784128 |
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| author | Gomes, André Magalhães de Sá Rodrigues, Christian S. Martin, Luiz A. B. San |
| author_facet | Gomes, André Magalhães de Sá Rodrigues, Christian S. Martin, Luiz A. B. San |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_05268 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | On Differential and Riemannian Calculus on Wasserstein Spaces Gomes, André Magalhães de Sá Rodrigues, Christian S. Martin, Luiz A. B. San Differential Geometry Probability 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. |
| title | On Differential and Riemannian Calculus on Wasserstein Spaces |
| topic | Differential Geometry Probability |
| url | https://arxiv.org/abs/2406.05268 |