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We give a new proof of the Caffarelli contraction theorem, which states that the Brenier optimal transport map sending the standard Gaussian measure onto a uniformly log-concave probability measure is Lipschitz. The proof combines a recent…

概率论 · 数学 2019-04-15 Max Fathi , Nathael Gozlan , Maxime Prodhomme

The optimal transport map between the standard Gaussian measure and an $\alpha$-strongly log-concave probability measure is $\alpha^{-1/2}$-Lipschitz, as first observed in a celebrated theorem of Caffarelli. In this paper, we apply two…

概率论 · 数学 2022-03-10 Sinho Chewi , Aram-Alexandre Pooladian

The Brenier optimal map and the Knothe-Rosenblatt rearrangement are two instances of a transport map, that is to say a map sending one measure onto another. The main interest of the former is that it solves the Monge-Kantorovich optimal…

最优化与控制 · 数学 2012-09-26 Nicolas Bonnotte

We introduce and analyze a statistical estimator for Monge transport maps: solutions to the quadratic optimal transport problem in Euclidean space. For absolutely continuous source measures, this map is uniquely defined as the gradient of a…

最优化与控制 · 数学 2026-04-27 Elsa Cazelles , Edouard Pauwels , Léo Portales

Caffarelli's contraction theorem states that the Brenier optimal transport map from the standard Gaussian measure to a more log-concave probability measure is 1-Lipschitz. Owing to its many applications in analysis, probability, and…

微分几何 · 数学 2026-05-26 Shrey Aryan

We prove, using optimal transport tools, weighted Poincar'e inequalities for log-concave random vectors satisfying some centering conditions. We recover by this way similar results by Klartag and Barthe-Cordero-Erausquin for log-concave…

概率论 · 数学 2014-07-14 Dario Cordero-Erausquin , Nathael Gozlan

We introduce a transport-majorization argument that establishes a majorization in the convex order between two densities, based on control of the gradient of a transportation map between them. As applications, we give elementary derivations…

泛函分析 · 数学 2022-09-20 James Melbourne , Cyril Roberto

We investigate the Brenier map $\nabla \Phi$ between the uniform measures on two convex domains in $\mathbb{R}^n$ or more generally, between two log-concave probability measures on $\mathbb{R}^n$. We show that the eigenvalues of the Hessian…

偏微分方程分析 · 数学 2016-01-20 Bo'az Klartag , Alexander V. Kolesnikov

Caffarelli's contraction theorem bounds the derivative of the optimal transport map between a log-convex measure and a strongly log-concave measure. We show that an analogous phenomenon holds on the level of the trace: The trace of the…

偏微分方程分析 · 数学 2025-11-26 Guido De Philippis , Yair Shenfeld

In this paper, we extend the scope of Caffarelli's contraction theorem, which provides a measure of the Lipschitz constant for optimal transport maps between log-concave probability densities in $\R^d$. Our focus is on a broader category of…

偏微分方程分析 · 数学 2024-04-09 Guillaume Carlier , Alessio Figalli , Filippo Santambrogio

One of the central objects in the theory of optimal transport is the Brenier map: the unique monotone transformation which pushes forward an absolutely continuous probability law onto any other given law. A line of recent work has analyzed…

We consider strictly log-concave measures, whose bounds degenerate at infinity. We prove that the optimal transport map from the Gaussian onto such a measure is locally Lipschitz, and that the eigenvalues of its Jacobian have controlled…

偏微分方程分析 · 数学 2019-10-22 Maria Colombo , Max Fathi

We establish several quantitative stability estimates for optimal transport maps between non-degenerate densities on uniformly convex domains for the quadratic cost. Under H\"older regularity assumptions, we prove Lipschitz $L^2$…

偏微分方程分析 · 数学 2026-05-26 F. -U. Caja-Lopez , Matias G. Delgadino , Jun Kitagawa

We provide a new proof of the known partial regularity result for the optimal transportation map (Brenier map) between two sets. Contrary to the existing regularity theory for the Monge-Amp{\`e}re equation, which is based on the maximum…

偏微分方程分析 · 数学 2017-10-25 Michael Goldman , F Otto

Let $\mu$ be a probability measure on $\mathbb{R}^d$ and $\mu_N$ its empirical measure with sample size $N$. We prove a concentration inequality for the optimal transport cost between $\mu$ and $\mu_N$ for radial cost functions with…

统计理论 · 数学 2024-01-26 Martin Larsson , Jonghwa Park , Johannes Wiesel

Caffarelli's contraction theorem and the analogous Laplacian result in [arXiv:2411.12109, arXiv:2501.11382] are two examples of how log-Hessian bounds on probability densities yield estimates on the derivative of the corresponding Brenier…

偏微分方程分析 · 数学 2026-05-25 Andrea Bidoia

Contraction properties of transport maps between probability measures play an important role in the theory of functional inequalities. The actual construction of such maps, however, is a non-trivial task and, so far, relies mostly on the…

概率论 · 数学 2025-11-25 Dan Mikulincer , Yair Shenfeld

We give a characterization of optimal transport plans for a variant of the usual quadratic transport cost introduced in [33]. Optimal plans are composition of a deterministic transport given by the gradient of a continuously differentiable…

概率论 · 数学 2019-09-18 Nathael Gozlan , Nicolas Juillet

This paper studies the convergence rates of optimal transport (OT) map estimators, a topic of growing interest in statistics, machine learning, and various scientific fields. Despite recent advancements, existing results rely on regularity…

统计理论 · 数学 2024-12-12 Yizhe Ding , Runze Li , Lingzhou Xue

We study optimal transportation with the quadratic cost function in geodesic metric spaces satisfying suitable non-branching assumptions. We introduce and study the notions of slope along curves and along geodesics and we apply the latter…

度量几何 · 数学 2011-11-23 Luigi Ambrosio , Tapio Rajala
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