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An analogue of the quadratic Wasserstein (or Monge-Kantorovich) distance between Borel probability measures on $\mathbf{R}^d$ has been defined in [F. Golse, C. Mouhot, T. Paul: Commun. Math. Phys. 343 (2015), 165-205] for density operators…

数学物理 · 物理学 2021-02-10 Emanuele Caglioti , François Golse , Thierry Paul

Estimating Wasserstein distances between two high-dimensional densities suffers from the curse of dimensionality: one needs an exponential (wrt dimension) number of samples to ensure that the distance between two empirical measures is…

机器学习 · 统计学 2020-07-13 François-Pierre Paty , Alexandre d'Aspremont , Marco Cuturi

In this note, we extend the regularity theory for monotone measure-preserving maps, also known as optimal transports for the quadratic cost optimal transport problem, to the case when the support of the target measure is an arbitrary convex…

偏微分方程分析 · 数学 2023-05-17 Alessio Figalli , Yash Jhaveri

Let $M,N$ be two smooth compact hypersurfaces of $\mathbb{R}^n$ which bound strictly convex domains equipped with two absolutely continuous measures $\mu$ and $\nu$ (with respect to the volume measures of $M$ and $N$). We consider the…

微分几何 · 数学 2015-07-10 Emmanuel Humbert , Luc Molinet

Fix probability densities $f$ and $g$ on open sets $X \subset \mathbf{R}^m$ and $Y \subset \mathbf{R}^n$ with $m\ge n\ge1$. Consider transporting $f$ onto $g$ so as to minimize the cost $-s(x,y)$. We give a non-degeneracy condition (a) on…

偏微分方程分析 · 数学 2021-02-25 Pierre-André Chiappori , Robert J McCann , Brendan Pass

This paper develops a comprehensive theory of optimal transport for signed (real) measures on Rd. Extending the classical Brenier theorem, we consider Jordan decompositions of measures with possibly fractal singular parts. Under suitable…

We develop a general approach to prove global regularity estimates for quadratic optimal transport using the entropic regularisation of the problem and the Prekopa-Leindler inequality.

泛函分析 · 数学 2025-12-04 Nathael Gozlan , Maxime Sylvestre

We formulate an optimal transport problem for matrix-valued density functions. This is pertinent in the spectral analysis of multivariable time-series. The "mass" represents energy at various frequencies whereas, in addition to a usual…

系统与控制 · 计算机科学 2013-04-16 Lipeng Ning , Tryphon T. Georgiou , Allen Tannenbaum

We discuss the Monge problem of mass transportation in the framework of stochastic thermodynamics and revisit the problem of the Landauer limit for finite-time thermodynamics, a problem that got the interest of Krzysztof Gawedzki in the…

统计力学 · 物理学 2022-09-16 Jean-Pierre Eckmann , Carlos Mejia-Monasterio

We study the quadratically regularized optimal transport (QOT) problem for quadratic cost and compactly supported marginals $\mu$ and $\nu$. It has been empirically observed that the optimal coupling $\pi_\epsilon$ for the QOT problem has…

最优化与控制 · 数学 2024-10-07 Johannes Wiesel , Xingyu Xu

Many problems in dynamic data driven modeling deals with distributed rather than lumped observations. In this paper, we show that the Monge-Kantorovich optimal transport theory provides a unifying framework to tackle such problems in the…

系统与控制 · 计算机科学 2014-02-10 Abhishek Halder , Raktim Bhattacharya

We establish improved hypoelliptic estimates on the solutions of kinetic transport equations, using a suitable decomposition of the phase space. Our main result shows that the relative compactness in all variables of a bounded family…

偏微分方程分析 · 数学 2012-06-29 Diogo Arsénio , Laure Saint-Raymond

We adapt the problem of continuous congested optimal transport to the Heisenberg group, equipped with a sub-Riemannian metric. Originally introduced in the Euclidean setting by Carlier, Jimenez, and Santambrogio as a path-dependent variant…

最优化与控制 · 数学 2025-10-29 Michele Circelli , Giovanna Citti

In this paper we consider an SPDE where the leading term is a second order operator with periodic boundary conditions, coefficients which are measurable in $(t,\omega)$, and H\"older continuous in space. Assuming stochastic parabolicity…

概率论 · 数学 2023-12-12 Antonio Agresti , Mark Veraar

The least gradient problem (minimizing the total variation with given boundary data) is equivalent, in the plane, to the Beckmann minimal-flow problem with source and target measures located on the boundary of the domain, which is in turn…

最优化与控制 · 数学 2018-05-03 Filippo Santambrogio , Samer Dweik

The regularity of the free boundary in optimal transportation is equivalent to that of the potential function along the free boundary. By establishing new geometric estimates of the free boundary and studying the second boundary value…

偏微分方程分析 · 数学 2023-04-25 Shibing Chen , Jiakun Liu , Xu-Jia Wang

We consider the Monge-Kantorovich optimal transportation problem between two measures, one of which is a weighted sum of Diracs. This problem is traditionally solved using expensive geometric methods. It can also be reformulated as an…

数值分析 · 数学 2014-08-05 Jean-David Benamou , Brittany D. Froese

In this work we analyze regularized optimal transport problems in the so-called Kantorovich form, i.e. given two Radon measures on two compact sets, the aim is to find a transport plan, which is another Radon measure on the product of the…

最优化与控制 · 数学 2022-04-14 Dirk Lorenz , Hinrich Mahler

We prove a new sample complexity result for divergence regularized optimal transport. Our bound holds for probability measures on~$\mathbb{R}^d$ with exponential tail decay and for radial cost functions that satisfy a local Lipschitz…

统计理论 · 数学 2026-03-23 Ruiyu Han , Johannes Wiesel

This work studies the quantitative stability of the quadratic optimal transport map between a fixed probability density $\rho$ and a probability measure $\mu$ on R^d , which we denote T$\mu$. Assuming that the source density $\rho$ is…

泛函分析 · 数学 2023-03-09 Alex Delalande , Quentin Merigot