Wasserstein geometry and Ricci curvature bounds for Poisson spaces

We study the geometry of Poisson point processes from the point of view of optimal transport and Ricci lower bounds. We construct a Riemannian structure on the space of point processes and the associated distance <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> that corresponds to the Benamou–Brenier variational formula. Our main tool is a non-local continuity equation formulated with the difference operator. The closure of the domain of the relative entropy is a complete geodesic space, when endowed with <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> . The geometry of this non-local infinite-dimensional space is analogous to that of spaces with positive Ricci curvature. Among others: (a) the Ornstein–Uhlenbeck semi-group is the gradient flow of the relative entropy; (b) the Poisson space has an entropic Ricci curvature bounded from below by <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mn>1</mml:mn> </mml:math> ; (c) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> satisfies an HWI inequality.

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Publication Details

Journal
Journal de l’École polytechnique — Mathématiques
Published
2024-08-30
DOI
https://doi.org/10.5802/jep.270
Citations
2
Primary Topic
Geometric Analysis and Curvature Flows
Type
article
Field-Weighted Citation Impact
1.95

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article

Wasserstein geometry and Ricci curvature bounds for Poisson spaces

Ronan Herry, Lorenzo Dello Schiavo, Kohei SUZUKI
2 citations
Journal de l’École polytechnique — Mathématiques
Geometric Analysis and Curvature Flows
1.95
article

Wasserstein geometry and Ricci curvature bounds for Poisson spaces

Ronan Herry, Lorenzo Dello Schiavo, Kohei SUZUKI
article en
2 citations

Abstract

We study the geometry of Poisson point processes from the point of view of optimal transport and Ricci lower bounds. We construct a Riemannian structure on the space of point processes and the associated distance <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> that corresponds to the Benamou–Brenier variational formula. Our main tool is a non-local continuity equation formulated with the difference operator. The closure of the domain of the relative entropy is a complete geodesic space, when endowed with <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> . The geometry of this non-local infinite-dimensional space is analogous to that of spaces with positive Ricci curvature. Among others: (a) the Ornstein–Uhlenbeck semi-group is the gradient flow of the relative entropy; (b) the Poisson space has an entropic Ricci curvature bounded from below by <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mn>1</mml:mn> </mml:math> ; (c) <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>𝒲</mml:mi> </mml:math> satisfies an HWI inequality.

Journal de l’École polytechnique — MathématiquesVol. 11
University of Bonn (DE), Institute of Science and Technology Austria (AT), Durham University (GB), Institut de recherche mathématique de Rennes (FR)
Centre Henri Lebesgue, Deutsche Forschungsgemeinschaft, Agence Nationale de la Recherche, Ministry of Education, Culture, Sports, Science and Technology, Austrian Science Fund, Japan Society for the Promotion of Science
Openalex Percentile: Top 14%
Geometric Analysis and Curvature Flows
1.95
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Wasserstein geometry and Ricci curvature bounds for Poisson spaces — Ronan Herry, Lorenzo Dello Schiavo, et al. · Journal de l’École polytechnique — Mathématiques (2024) | TGRS Research Map | TGRS