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Multimarginal Optimal Transport (MOT) is the problem of linear programming over joint probability distributions with fixed marginals. A key issue in many applications is the complexity of solving MOT: the linear program has exponential size…

最优化与控制 · 数学 2021-11-16 Jason M. Altschuler , Enric Boix-Adsera

The basic problem of optimal transportation consists in minimizing the expected costs $\mathbb {E}[c(X_1,X_2)]$ by varying the joint distribution $(X_1,X_2)$ where the marginal distributions of the random variables $X_1$ and $X_2$ are…

概率论 · 数学 2016-08-14 Mathias Beiglböck , Nicolas Juillet

A new pairwise cost function is proposed for the optimal transport barycenter problem, adopting the form of the minimal action between two points, with a Lagrangian that takes into account an underlying probability distribution. Under this…

统计计算 · 统计学 2025-11-11 Zichu Wang , Esteban G. Tabak

We study a multi-marginal optimal transport problem with surplus $b(x_{1}, \ldots, x_{m})=\sum_{\{i,j\}\in P} x_{i}\cdot x_{j}$, where $P\subseteq Q:=\{\{i,j\}: i, j \in \{1,2,...m\}, i \neq j\}$. We reformulate this problem by associating…

最优化与控制 · 数学 2021-11-10 Brendan Pass , Adolfo Vargas-Jiménez

We exhibit a surprising relationship between elliptic gradient systems of PDEs, multi-marginal Monge-Kantorovich optimal transport problem, and multivariable Hardy-Littlewood inequalities. We show that the notion of an orientable elliptic…

偏微分方程分析 · 数学 2013-08-22 Nassif Ghoussoub , Brendan Pass

We focus on Optimal Transport PDE on the unit sphere $\mathbb{S}^2$ with a particular type of cost function $c(x,y) = F(x \cdot y, x \cdot \hat{e}, y \cdot \hat{e})$ which we call cost functions with preferential direction, where $\hat{e}…

偏微分方程分析 · 数学 2024-07-11 Axel G. R. Turnquist

We consider a multimarginal optimal transport, which includes as a particular case the Wasserstein barycenter problem. In this problem one has to find an optimal coupling between $m$ probability measures, which amounts to finding a tensor…

最优化与控制 · 数学 2020-09-11 Nazarii Tupitsa , Pavel Dvurechensky , Alexander Gasnikov , César A. Uribe

We study a multi-marginal optimal transportation problem on a Riemannian manifold, with cost function given by the average distance squared from multiple points to their barycenter. Under a standard regularity condition on the first…

偏微分方程分析 · 数学 2013-03-26 Young-Heon Kim , Brendan Pass

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

We study the existing algorithms that solve the multidimensional martingale optimal transport. Then we provide a new algorithm based on entropic regularization and Newton's method. Then we provide theoretical convergence rate results and we…

概率论 · 数学 2018-12-31 Hadrien De March

Optimal transportation problem seeks for a coupling $\pi$ of two probability measures $\mu$ and $\nu$ which minimize the total cost $\int c d\pi$, which is linear in $\pi$. In this paper, we introduce a variation of optimal transportation…

最优化与控制 · 数学 2025-02-06 Seonghyeon Jeong

Consider a transportation problem with sets of sources and sinks. There are profits and prices on the edges. The goal is to maximize the profit while meeting the following constraints; the total flow going out of a source must not exceed…

数据结构与算法 · 计算机科学 2013-02-26 S. Kapoor , M. Sarwat

Inspired by the matching of supply to demand in logistical problems, the optimal transport (or Monge--Kantorovich) problem involves the matching of probability distributions defined over a geometric domain such as a surface or manifold. In…

最优化与控制 · 数学 2018-05-02 Justin Solomon

Optimal transport is the problem of designing a joint distribution for two random variables with fixed marginals. In virtually the entire literature on this topic, the objective is to minimize expected cost. This paper is the first to study…

计量经济学 · 经济学 2026-02-13 Yinchu Zhu , Ilya O. Ryzhov

Within the field of optimal transport (OT), the choice of ground cost is crucial to ensuring that the optimality of a transport map corresponds to usefulness in real-world applications. It is therefore desirable to use known information to…

机器学习 · 统计学 2024-06-13 Samuel Howard , George Deligiannidis , Patrick Rebeschini , James Thornton

In this work, we study the optimal transport (OT) problem between symmetric positive definite (SPD) matrix-valued measures. We formulate the above as a generalized optimal transport problem where the cost, the marginals, and the coupling…

泛函分析 · 数学 2023-02-09 Andi Han , Bamdev Mishra , Pratik Jawanpuria , Junbin Gao

For a family of probability spaces $\{(X_k,\mathcal{B}_{X_k},\mu_k)\}_{k=1}^N$ and a cost function $c: X_1\times\cdots\times X_N\to \mathbb{R}$ we consider the Monge-Kantorovich problem \begin{align*}\tag{MK}\label{MONKANT}…

最优化与控制 · 数学 2024-04-23 Mohammad Ali Ahmadpoor , Abbas Moameni

We consider the problem of finding consistent upper price bounds and super replication strategies for exotic options, given the observation of call prices in the market. This field of research is called model-independent finance and has…

最优化与控制 · 数学 2020-01-31 Nicole Bäuerle , Daniel Schmithals

We study a family of adversarial multiclass classification problems and provide equivalent reformulations in terms of: 1) a family of generalized barycenter problems introduced in the paper and 2) a family of multimarginal optimal transport…

机器学习 · 计算机科学 2024-09-24 Nicolas Garcia Trillos , Matt Jacobs , Jakwang Kim

The goal of optimal transport (OT) is to find optimal assignments or matchings between data sets which minimize the total cost for a given cost function. However, sometimes the cost function is unknown but we have access to (parts of) the…

最优化与控制 · 数学 2026-05-28 Alberto González-Sanz , Michel Groppe , Axel Munk