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For $0<p<+\infty$, we prove a global $W^{2,p}$-estimate for potentials of optimal transport maps between convex domains in the plane. Among the tools developed for that purpose are obliqueness in general convex domains and estimates for the…

偏微分方程分析 · 数学 2020-12-16 Ovidiu Savin , Hui Yu

Optimal transport and information geometry both study geometric structures on spaces of probability distributions. Optimal transport characterizes the cost-minimizing movement from one distribution to another, while information geometry…

微分几何 · 数学 2021-05-07 Ting-Kam Leonard Wong , Jiaowen Yang

A result of Hohloch links the theory of integer partitions with the Monge formulation of the optimal transport problem, giving the optimal transport map between (Young diagrams of) integer partitions and their corresponding symmetric…

组合数学 · 数学 2023-10-17 Daniel Owusu Adu , Daniel Keliher

In many applications of optimal transport (OT), the object of primary interest is the optimal transport map. This map rearranges mass from one probability distribution to another in the most efficient way possible by minimizing a specified…

统计理论 · 数学 2025-06-25 Sivaraman Balakrishnan , Tudor Manole , Larry Wasserman

The branched transport problem, a popular recent variant of optimal transport, is a non-convex and non-smooth variational problem on Radon measures. The so-called urban planning problem, on the contrary, is a shape optimization problem that…

最优化与控制 · 数学 2022-06-15 Julius Lohmann , Bernhard Schmitzer , Benedikt Wirth

We determine the optimal structure of couplings for the \emph{Martingale transport problem} between radially symmetric initial and terminal laws $\mu, \nu$ on $\R^d$ and show the uniqueness of optimizer. Here optimality means that such…

最优化与控制 · 数学 2019-07-25 Tongseok Lim

Transport in crowded, complex environments occurs across many spatial scales. Geometric restrictions can hinder the motion of individuals and, combined with crowding between individuals, can have drastic effects on global transport…

物理与社会 · 物理学 2021-08-11 Daniel B. Wilson , Francis G. Woodhouse , Matthew J. Simpson , Ruth E. Baker

This paper surveys recent applications of methods from the theory of optimal transport to econometric problems.

综合经济学 · 经济学 2021-02-04 Alfred Galichon

In this paper, we extend our convexity theory for $C^2$ cost functions in optimal transportation to more general generating functions, which were originally introduced by the second author to extend the framework of optimal transportation…

偏微分方程分析 · 数学 2022-07-21 Gregoire Loeper , Neil S Trudinger

In this Article, we give a simple criterion for the regularity of a tri-linear mapping. We provide if $f:X\times Y\times Z\longrightarrow W $ is a bounded tri-linear mapping and $h:W\longrightarrow S$ is a bounded linear mapping, then $f$…

泛函分析 · 数学 2019-11-06 Abotaleb Sheikhali , Ali Ebadian , Kazem Haghnejad Azar

This paper presents a novel two-step approach for the fundamental problem of learning an optimal map from one distribution to another. First, we learn an optimal transport (OT) plan, which can be thought as a one-to-many map between the two…

We present a neural framework for learning conditional optimal transport (OT) maps between probability distributions. Our approach introduces a conditioning mechanism capable of processing both categorical and continuous conditioning…

机器学习 · 计算机科学 2026-04-02 Carlos Rodriguez-Pardo , Leonardo Chiani , Emanuele Borgonovo , Massimo Tavoni

We consider a Kantorovich potential associated to an optimal transportation problem between measures that are not necessarily absolutely continuous with respect to the Lebesgue measure, but are comparable to the Lebesgue measure when…

偏微分方程分析 · 数学 2023-08-22 Pierre-Emmanuel Jabin , Antoine Mellet

Existence and uniqueness for rough flows, transport and continuity equations driven by general geometric rough paths are established.

偏微分方程分析 · 数学 2021-10-05 Carlo Bellingeri , Ana Djurdjevac , Peter K. Friz , Nikolas Tapia

Optimal Transport is a theory that allows to define geometrical notions of distance between probability distributions and to find correspondences, relationships, between sets of points. Many machine learning applications are derived from…

机器学习 · 统计学 2020-11-10 Titouan Vayer

Regression analysis for responses taking values in general metric spaces has received increasing attention, particularly for settings with Euclidean predictors $X \in \mathbb{R}^p$ and non-Euclidean responses $Y$ in metric spaces. While…

统计方法学 · 统计学 2025-12-16 Wookyeong Song , Hans-Georg Müller

Optimal transport is a framework for comparing measures whereby a cost is incurred for transporting one measure to another. Recent works have aimed to improve optimal transport plans through the introduction of various forms of structure.…

机器学习 · 计算机科学 2022-06-30 Fabian Lim , Laura Wynter , Shiau Hong Lim

The classical problem of optimal transportation can be formulated as a linear optimization problem on a convex domain: among all joint measures with fixed marginals find the optimal one, where optimality is measured against a cost function.…

最优化与控制 · 数学 2012-11-29 Jonathan Korman , Robert J. McCann

We link the theory of optimal transportation to the theory of integer partitions. Let $\mathscr P(n)$ denote the set of integer partitions of $n \in \mathbb N$ and write partitions $\pi \in \mathscr P(n)$ as $(n_1, \dots, n_{k(\pi)})$.…

数论 · 数学 2017-04-07 Sonja Hohloch

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