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 1N 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 1N. 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 1; (c) 1N satisfies an HWI inequality.
Dello Schiavo, L., Herry, R., Suzuki, K. (2024). Wasserstein geometry and Ricci curvature bounds for Poisson spaces. JOURNAL DE L'ÉCOLE POLYTECHNIQUE. MATHÉMATIQUES, 11, 957-1010 [10.5802/jep.270].
Wasserstein geometry and Ricci curvature bounds for Poisson spaces
Dello Schiavo L.;
2024-01-01
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 1N 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 1N. 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 1; (c) 1N satisfies an HWI inequality.| File | Dimensione | Formato | |
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