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We establish numerical methods for solving the martingale optimal transport problem (MOT) - a version of the classical optimal transport with an additional martingale constraint on transport's dynamics. We prove that the MOT value can be…

概率论 · 数学 2019-04-08 Gaoyue Guo , Jan Obloj

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

This paper presents tractable reformulations of topology optimization problems of structures subject to frictionless unilateral contact conditions. Specifically, we consider stiffness maximization problems of trusses and continua. Based on…

最优化与控制 · 数学 2020-11-17 Yoshihiro Kanno

The aim of this note is to show that Alexandrov solutions of the Monge-Ampere equation, with right hand side bounded away from zero and infinity, converge strongly in $W^{2,1}_{loc}$ if their right hand side converge strongly in…

偏微分方程分析 · 数学 2012-11-19 Guido De Philippis , Alessio Figalli

Recent findings for optimal transport maps between distribution functions sharing the same copula show that componentwise the solution is the optimal map between marginal distributions. This is an important discovery since in the…

概率论 · 数学 2020-07-15 Novin Ghaffari , Stephen Walker

We study the joint laws of a continuous, uniformly integrable martingale, its maximum, and its minimum. In particular, we give explicit martingale inequalities which provide upper and lower bounds on the joint exit probabilities of a…

概率论 · 数学 2015-03-31 Alexander M. G. Cox , Jan Obłój

It is known from clever mathematical examples \cite{Ca10} that the Monge ansatz may fail in continuous two-marginal optimal transport (alias optimal coupling alias optimal assignment) problems. Here we show that this effect already occurs…

偏微分方程分析 · 数学 2018-08-14 Gero Friesecke

The dual problem of optimal transportation in Lorentz-Finsler geometry is studied. It is shown that in general no solution exists even in the presence of an optimal coupling. Under natural assumptions dual solutions are established. It is…

微分几何 · 数学 2018-08-15 Martin Kell , Stefan Suhr

We give a new proof of the sharp symmetrized form of Talagrand's transport-entropy inequality. Compared to stochastic proofs of other Gaussian functional inequalities, the new idea here is a certain coupling induced by time-reversed…

概率论 · 数学 2024-07-15 Thomas A. Courtade , Max Fathi , Dan Mikulincer

Coupling probability measures lies at the core of many problems in statistics and machine learning, from domain adaptation to transfer learning and causal inference. Yet, even when restricted to deterministic transports, such couplings are…

机器学习 · 统计学 2025-09-22 Lucas De Lara , Luca Ganassali

We consider SDEs with (distributional) drift in negative Besov spaces and random initial condition and investigate them from two different viewpoints. In the first part we set up a martingale problem and show its well-posedness.We then…

概率论 · 数学 2024-03-08 Elena Issoglio , Francesco Russo

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

A simple procedure to map two probability measures in $\mathbb{R}^d$ is the so-called \emph{Knothe-Rosenblatt rearrangement}, which consists in rearranging monotonically the marginal distributions of the last coordinate, and then the…

最优化与控制 · 数学 2008-10-24 Guillaume Carlier , Alfred Galichon , Filippo Santambrogio

We give concentration bounds for martingales that are uniform over finite times and extend classical Hoeffding and Bernstein inequalities. We also demonstrate our concentration bounds to be optimal with a matching anti-concentration…

概率论 · 数学 2015-12-03 Akshay Balsubramani

In this paper, we study the optimal transport problem induced by separable cost functions. In this framework, transportation can be expressed as the composition of two lower-dimensional movements. Through this reformulation, we prove that…

最优化与控制 · 数学 2021-05-18 Gennaro Auricchio

We consider the transfer operators of non-uniformly expanding maps for potentials of various regularity, and show that a specific property of potentials ("flatness") implies a Ruelle-Perron-Frobenius Theorem and a decay of the transfer…

经典分析与常微分方程 · 数学 2022-07-14 Benoît Kloeckner

In this note we prove that in a metric measure space $(X, d, m)$ verifying the measure contraction property with parameters $K \in \mathbb{R}$ and $1< N< \infty$, any optimal transference plan between two marginal measures is induced by an…

度量几何 · 数学 2020-04-22 Fabio Cavalletti , Andrea Mondino

Strassen's classical martingale coupling theorem states that two real-valued random variables are ordered in the convex (resp.\ increasing convex) stochastic order if and only if they admit a martingale (resp.\ submartingale) coupling. By…

概率论 · 数学 2017-05-11 Lasse Leskelä , Matti Vihola

Entropy regularized optimal transport and its multi-marginal generalization have attracted increasing attention in various applications, in particular due to efficient Sinkhorn-like algorithms for computing optimal transport plans. However,…

最优化与控制 · 数学 2023-01-25 Florian Beier , Johannes von Lindheim , Sebastian Neumayer , Gabriele Steidl

We consider cost minimizing stopping time solutions to Skorokhod embedding problems, which deal with transporting a source probability measure to a given target measure through a stopped Brownian process. PDEs and a free boundary problem…

偏微分方程分析 · 数学 2019-03-19 Nassif Ghoussoub , Young-Heon Kim , Aaron Zeff Palmer