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We show continuity of the martingale optimal transport optimisation problem as a functional of its marginals. This is achieved via an estimate on the projection in the nested/causal Wasserstein distance of an arbitrary coupling on to the…

概率论 · 数学 2022-06-22 Johannes Wiesel

This paper focuses on martingale optimal transport problems when the martingales are assumed to have bounded quadratic variation. First, we give a result that characterizes the existence of a probability measure satisfying some convex…

概率论 · 数学 2020-03-18 Erhan Bayraktar , Xin Zhang , Zhou Zhou

We consider an extension of the Monge-Kantorovitch optimal transportation problem. The mass is transported along a continuous semimartingale, and the cost of transportation depends on the drift and the diffusion coefficients of the…

概率论 · 数学 2013-10-04 Xiaolu Tan , Nizar Touzi

We study a single-period optimal transport problem on $\mathbb{R}^2$ with a covariance-type cost function $c(x,y) = (x_1-y_1)(x_2-y_2)$ and a backward martingale constraint. We show that a transport plan $\gamma$ is optimal if and only if…

概率论 · 数学 2022-09-13 Dmitry Kramkov , Yan Xu

We introduce a new non-linear optimal transport formulation for a pair of probability measures on $\mathbb{R}^d$ sharing a common barycentre, in which admissible transference plans satisfy two martingale-type constraints. This bi-martingale…

概率论 · 数学 2025-11-03 Karol Bołbotowski

By investigating model-independent bounds for exotic options in financial mathematics, a martingale version of the Monge-Kantorovich mass transport problem was introduced in \cite{BeiglbockHenry…

计算金融 · 定量金融 2013-04-10 Pierre Henry-Labordere , Nizar Touzi

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

We introduce a constrained optimal transport problem where origins $x$ can only be transported to destinations $y\geq x$. Our statistical motivation is to describe the sharp upper bound for the variance of the treatment effect $Y-X$ given…

最优化与控制 · 数学 2021-06-22 Marcel Nutz , Ruodu Wang

We study the optimal transport between two probability measures on the real line, where the transport plans are laws of one-step martingales. A quasi-sure formulation of the dual problem is introduced and shown to yield a complete duality…

概率论 · 数学 2016-06-14 Mathias Beiglböck , Marcel Nutz , Nizar Touzi

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

While many questions in robust finance can be posed in the martingale optimal transport framework or its weak extension, others like the subreplication price of VIX futures, the robust pricing of American options or the construction of…

概率论 · 数学 2023-04-20 Benjamin Jourdain , Gudmund Pammer

We introduce and study a multi-marginal optimal partial transport problem. Under a natural and sharp condition on the dominating marginals, we establish uniqueness of the optimal plan. Our strategy of proof establishes and exploits a…

偏微分方程分析 · 数学 2015-08-10 Jun Kitagawa , Brendan Pass

We consider the optimal mass transportation problem in $\RR^d$ with measurably parameterized marginals, for general cost functions and under conditions ensuring the existence of a unique optimal transport map. We prove a joint measurability…

概率论 · 数学 2008-09-09 Joaquin Fontbona , Helene Guerin , Sylvie Meleard

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 consider an optimal transport problem between laws of random probability measures: given a base cost function, we build the associated OT cost between probability measures that in turn we use to define the OT cost between probability…

最优化与控制 · 数学 2026-05-05 Alessandro Pinzi

We study a generalization of the multi-marginal optimal transport problem, which has no fixed number of marginals $N$ and is inspired of statistical mechanics. It consists in optimizing a linear combination of the costs for all the possible…

最优化与控制 · 数学 2025-01-15 Simone Di Marino , Mathieu Lewin , Luca Nenna

We present a flow-based approach to the optimal transport (OT) problem between two continuous distributions $\pi_0,\pi_1$ on $\mathbb{R}^d$, of minimizing a transport cost $\mathbb{E}[c(X_1-X_0)]$ in the set of couplings $(X_0,X_1)$ whose…

机器学习 · 统计学 2022-09-30 Qiang Liu

This paper presents a widely applicable approach to solving (multi-marginal, martingale) optimal transport and related problems via neural networks. The core idea is to penalize the optimization problem in its dual formulation and reduce it…

最优化与控制 · 数学 2019-01-28 Stephan Eckstein , Michael Kupper

We study multi-marginal optimal transport problems from a probabilistic graphical model perspective. We point out an elegant connection between the two when the underlying cost for optimal transport allows a graph structure. In particular,…

最优化与控制 · 数学 2020-06-26 Isabel Haasler , Rahul Singh , Qinsheng Zhang , Johan Karlsson , Yongxin Chen

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
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