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We study a martingale Schr\"odinger bridge problem: given two probability distributions, find their martingale coupling with minimal relative entropy. Our main result provides Schr\"odinger potentials for this coupling. Namely, under…

概率论 · 数学 2025-09-01 Marcel Nutz , Johannes Wiesel

Motivated by applications in model-free finance and quantitative risk management, we consider Fr\'echet classes of multivariate distribution functions where additional information on the joint distribution is assumed, while uncertainty in…

The theory of weak optimal transport (WOT), introduced by [Gozlan et al., 2017], generalizes the classic Monge-Kantorovich framework by allowing the transport cost between one point and the points it is matched with to be nonlinear. In the…

机器学习 · 统计学 2022-05-24 François-Pierre Paty , Philippe Choné , Francis Kramarz

Weak optimal transport generalizes the classical theory of optimal transportation to nonlinear cost functions and covers a range of problems that lie beyond the traditional theory - including entropic transport, martingale transport, and…

概率论 · 数学 2025-07-16 Filip Pramenković

Optimal transport (OT) based data analysis is often faced with the issue that the underlying cost function is (partially) unknown. This paper is concerned with the derivation of distributional limits for the empirical OT value when the cost…

We provide a solution to the problem of optimal transport by Brownian martingales in general dimensions whenever the transport cost satisfies certain subharmonic properties in the target variable, as well as a stochastic version of the…

偏微分方程分析 · 数学 2020-10-07 Nassif Ghoussoub , Young-Heon Kim , Aaron Zeff Palmer

We study the structure of martingale transports in finite dimensions. We consider the family $\mathcal{M}(\mu,\nu) $ of martingale measures on $\mathbb{R}^N \times \mathbb{R}^N$ with given marginals $\mu,\nu$, and construct a family of…

概率论 · 数学 2017-02-28 Jan Obłój , Pietro Siorpaes

In this work, we solve a discrete optimal transport problem in a nonuniform environment. To solve the optimal transport problem, we build the cost matrix and then use classical solvers for discrete optimal transport. The challenge is to…

最优化与控制 · 数学 2026-03-17 Luca Dieci , Daniyar Omarov

Optimal transport (OT) formalizes the problem of finding an optimal coupling between probability measures given a cost matrix. The inverse problem of inferring the cost given a coupling is Inverse Optimal Transport (IOT). IOT is less well…

机器学习 · 统计学 2022-06-22 Wei-Ting Chiu , Pei Wang , Patrick Shafto

This paper develops a computational framework for Multi-Period Martingale Optimal Transport (MMOT), addressing convergence rates, algorithmic efficiency, and financial calibration. Our contributions include: (1) Theoretical analysis: We…

计算金融 · 定量金融 2026-04-21 Sri Sairam Gautam B

We address the problem of optimal transport with a quadratic cost functional and a constraint on the flux through a constriction along the path. The constriction, conceptually represented by a toll station, limits the flow rate across. We…

系统与控制 · 电气工程与系统科学 2023-05-02 Arthur Stephanovitch , Anqi Dong , Tryphon T. Georgiou

We propose a numerical algorithm for the computation of multi-marginal optimal transport (MMOT) problems involving general probability measures that are not necessarily discrete. By developing a relaxation scheme in which marginal…

最优化与控制 · 数学 2025-12-29 Ariel Neufeld , Qikun Xiang

We study couplings $q^\bullet$ of two equivariant random measures $\lambda^\bullet$ and $\mu^\bullet$ on a Riemannian manifold $(M,d,m)$. Given a cost function we ask for minimizers of the mean transportation cost per volume. In case the…

概率论 · 数学 2012-06-19 Martin Huesmann

The problem of robust hedging requires to solve the problem of superhedging under a nondominated family of singular measures. Recent progress was achieved by [9,11]. We show that the dual formulation of this problem is valid in a context…

证券定价 · 定量金融 2013-02-18 Dylan Possamaï , Guillaume Royer , Nizar Touzi

Optimal Transport, a theory for optimal allocation of resources, is widely used in various fields such as astrophysics, machine learning, and imaging science. However, many applications impose elementwise constraints on the transport plan…

最优化与控制 · 数学 2022-06-28 Zixuan Cang , Qing Nie , Yanxiang Zhao

This paper is devoted to the study of couplings of the Lebesgue measure and the Poisson point process. We prove existence and uniqueness of an optimal coupling whenever the asymptotic mean transportation cost is finite. Moreover, we give…

概率论 · 数学 2013-08-14 Martin Huesmann , Karl-Theodor Sturm

We investigate stability properties of weak supermartingale optimal transport (WSOT) problems on $\mathbb{R}$. For probability measures $\mu,\nu\in\mathcal{P}_r$ satisfying $\mu \leq_{cd} \nu$ (equivalently, $\Pi_S(\mu,\nu)\neq\emptyset$),…

概率论 · 数学 2026-03-31 Shuoqing Deng , Gaoyue Guo , Dominykas Norgilas

Given the marginal distribution information of the underlying asset price at two future times $T_1$ and $T_2$, we consider the problem of determining a model-free upper bound on the price of a class of American options that must be…

概率论 · 数学 2023-11-03 Tongseok Lim

Let $X$ and $Y$ be domains of $\mathbb{R}^n$ equipped with respective probability measures $\mu$ and $ \nu$. We consider the problem of optimal transport from $\mu$ to $\nu$ with respect to a cost function $c: X \times Y \to \mathbb{R}$. To…

最优化与控制 · 数学 2020-05-27 Gabriel Khan , Jun Zhang

We show that in any complete metric space the probability measures $\mu$ with compact and connected support are the ones having the property that the optimal tranportation distance to any other probability measure $\nu$ living on the…

偏微分方程分析 · 数学 2015-08-24 Heikki Jylhä , Tapio Rajala