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We address a general optimal switching problem over finite horizon for a stochastic system described by a differential equation driven by Brownian motion. The main novelty is the fact that we allow for infinitely many modes (or regimes,…

最优化与控制 · 数学 2019-08-07 Marco Fuhrman , Marie-Amélie Morlais

In this work, we develop a new framework for dynamic network flow problems based on optimal transport theory. We show that the dynamic multi-commodity minimum-cost network flow problem can be formulated as a multi-marginal optimal transport…

最优化与控制 · 数学 2021-06-29 Isabel Haasler , Axel Ringh , Yongxin Chen , Johan Karlsson

We study the discretization of generalized Wasserstein distances with nonlinear mobilities on the real line via suitable discrete metrics on the cone of N ordered particles, a setting which naturally appears in the framework of…

偏微分方程分析 · 数学 2022-09-01 Simone Di Marino , Lorenzo Portinale , Emanuela Radici

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

Starting from Brenier's relaxed formulation of the incompressible Euler equation in terms of geodesics in the group of measure-preserving diffeomorphisms, we propose a numerical method based on Sinkhorn's algorithm for the entropic…

数值分析 · 数学 2018-03-06 Jean-David Benamou , Guillaume Carlier , Luca Nenna

The Schr\"odinger equation is universally accepted due to its excellent predictions aligning with observed results within its defined conditions. Nevertheless, it does not seem to possess the simplicity of fundamental laws, such as Newton's…

量子物理 · 物理学 2023-10-20 Xuefeng Bao

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

Stochastic flows of an advective-diffusive nature are ubiquitous in physical sciences. Of particular interest is the problem to reconcile observed marginal distributions with a given prior posed by E. Schrodinger in 1932/32 and known as the…

数学物理 · 物理学 2021-08-09 Yongxin Chen , Tryphon T. Georgiou , Michele Pavon

We provide a unifying interpretation of various optimal transport problems as a minimisation of a linear functional over the set of all Choquet representations of a given pair of probability measures ordered with respect to a certain convex…

泛函分析 · 数学 2023-03-06 Krzysztof J. Ciosmak

The celebrated De Giorgi-Nash-Moser theory ensures that solutions to uniformly elliptic or parabolic PDEs are bounded and H\"older continuous, even with merely bounded measurable coefficients. For parabolic SPDEs with transport noise,…

概率论 · 数学 2025-11-18 Antonio Agresti , Max Sauerbrey , Mark Veraar

We study optimal transportation with the quadratic cost function in geodesic metric spaces satisfying suitable non-branching assumptions. We introduce and study the notions of slope along curves and along geodesics and we apply the latter…

度量几何 · 数学 2011-11-23 Luigi Ambrosio , Tapio Rajala

Lott-Sturm-Villani theory of curvature on geodesic spaces has been extended to discrete graph spaces by C. L{\'e}onard by replacing W2-Wasserstein geodesics by Schr{\"o}odinger bridges in the definition of entropic curvature [23, 25, 24].…

概率论 · 数学 2022-10-06 Paul-Marie Samson

We study the problem of network regression, where one is interested in how the topology of a network changes as a function of Euclidean covariates. We build upon recent developments in generalized regression models on metric spaces based on…

机器学习 · 统计学 2024-06-19 Alex G. Zalles , Kai M. Hung , Ann E. Finneran , Lydia Beaudrot , César A. Uribe

We consider the entropic regularization of discretized optimal transport and propose to solve its optimality conditions via a logarithmic Newton iteration. We show a quadratic convergence rate and validate numerically that the method…

最优化与控制 · 数学 2018-02-12 Christoph Brauer , Christian Clason , Dirk Lorenz , Benedikt Wirth

In this work we present a condition for the regularity, in both space and Malliavin sense, of strong solutions to SDEs driven by Brownian motion. We conjecture that this condition is optimal. As a consequence, we are able to improve the…

概率论 · 数学 2015-09-11 David Banos , Torstein Nilssen

We consider a Schr\"odinger bridge problem where the Markov process is subject to parameter perturbations, forming an ensemble of systems. Our objective is to steer this ensemble from the initial distribution to the final distribution using…

最优化与控制 · 数学 2024-12-05 Daniel Owusu Adu , Yongxin Chen

This paper revisits the rate-distortion theory from the perspective of optimal weak transport, as recently introduced by Gozlan et al. While the conditions for optimality and the existence of solutions are well-understood in the case of…

信息论 · 计算机科学 2025-01-27 Jiayang Zou , Luyao Fan , Jiayang Gao , Jia Wang

A quantum finite multi-barrier system, with a periodic potential, is considered and exact expressions for its plane wave amplitudes are obtained using the Transfer Matrix method [10]. This quantum model is then associated with a stochastic…

统计力学 · 物理学 2019-06-26 Emilio N. M. Cirillo , Matteo Colangeli , Lamberto Rondoni

We study the problem of stopping a Brownian motion at a given distribution $\nu$ while optimizing a reward function that depends on the (possibly randomized) stopping time and the Brownian motion. Our first result establishes that the set…

概率论 · 数学 2020-04-15 Mathias Beiglböck , Marcel Nutz , Florian Stebegg

The notion of entropy-regularized optimal transport, also known as Sinkhorn divergence, has recently gained popularity in machine learning and statistics, as it makes feasible the use of smoothed optimal transportation distances for data…

统计理论 · 数学 2019-11-05 Jérémie Bigot , Elsa Cazelles , Nicolas Papadakis
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