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相关论文: Optimal Transport between Gaussian random fields

200 篇论文

This work studies the quantitative stability of the quadratic optimal transport map between a fixed probability density $\rho$ and a probability measure $\mu$ on R^d , which we denote T$\mu$. Assuming that the source density $\rho$ is…

泛函分析 · 数学 2023-03-09 Alex Delalande , Quentin Merigot

We study the least-energy way to reshape a probability distribution when motion is constrained to a horizontal bundle, that is, optimal transport and distribution steering in sub-Riemannian geometry, motivated by density control over…

最优化与控制 · 数学 2026-05-18 Daniel Owusu Adu , Karthik Elamvazhuthi , Bahman Gharesifard

In this paper, we introduce a variant of optimal transport adapted to the causal structure given by an underlying directed graph $G$. Different graph structures lead to different specifications of the optimal transport problem. For…

统计理论 · 数学 2024-07-08 Patrick Cheridito , Stephan Eckstein

Many problems in dynamic data driven modeling deals with distributed rather than lumped observations. In this paper, we show that the Monge-Kantorovich optimal transport theory provides a unifying framework to tackle such problems in the…

系统与控制 · 计算机科学 2014-02-10 Abhishek Halder , Raktim Bhattacharya

We begin with isotropic Gaussian random fields, and show how the Bochner-Godement theorem gives a natural way to describe their covariance structure. We continue with a study of Mat\'ern processes on Euclidean space, spheres, manifolds and…

概率论 · 数学 2021-11-24 N. H. Bingham , Tasmin L. Symons

We consider the problem of model selection in Gaussian Markov fields in the sample deficient scenario. In many practically important cases, the underlying networks are embedded into Euclidean spaces. Using the natural geometric structure,…

机器学习 · 统计学 2018-10-31 Ilya Soloveychik , Vahid Tarokh

We design and compute a class of optimal control problems for reaction-diffusion systems. They form mean field control problems related to multi-density reaction-diffusion systems. To solve proposed optimal control problems numerically, we…

最优化与控制 · 数学 2023-06-13 Guosheng Fu , Stanley Osher , Will Pazner , Wuchen Li

We solve constrained optimal transport problems in which the marginal laws are given by the laws of solutions of stochastic differential equations (SDEs). We consider SDEs with irregular coefficients, making only minimal regularity…

概率论 · 数学 2025-10-29 Michaela Hitz , Benjamin A. Robinson

We study an optimal transport problem with a backward martingale constraint in a pseudo-Euclidean space $S$. We show that the dual problem consists in the minimization of the expected values of the Fitzpatrick functions associated with…

概率论 · 数学 2023-12-11 Dmitry Kramkov , Mihai Sîrbu

The asymptotic analysis of a linear high-field Wigner-BGK equation is developped by a modified Chapman-Enskog procedure. By an expansion of the unknown Wigner function in powers of the Knudsen number $\epsilon$, evolution equations are…

数学物理 · 物理学 2007-05-23 Chiara Manzini , Giovanni Frosali

This paper addresses congested transport, which can be described, at macroscopic scales, by a continuity equation with a pressure variable generated from the hard-congestion constraint (maximum value of the density). The main goal of the…

偏微分方程分析 · 数学 2024-05-27 Inwon Kim , Antoine Mellet , Jeremy Sheung-Him Wu

We study the equivalence between the weighted least gradient problem and the weighted Beckmann minimal flow problem or equivalently, the optimal transport problem with Riemannian cost. Thanks to this equivalence, we prove existence and…

偏微分方程分析 · 数学 2021-12-30 Samer Dweik , Wojciech Górny

Optimal transport and Wasserstein distances are flourishing in many scientific fields as a means for comparing and connecting random structures. Here we pioneer the use of an optimal transport distance between L\'{e}vy measures to solve a…

统计理论 · 数学 2023-09-18 Marta Catalano , Hugo Lavenant , Antonio Lijoi , Igor Prünster

In this work we prove the existence and uniqueness of the optimal transport map for $L^p$-Wasserstein distance with $p>1$, and particularly present an explicit expression of the optimal transport map for the case $p=2$. As an application,…

概率论 · 数学 2018-03-01 Jinghai Shao

We investigate the geodesic motions of a massive particle and light ray in the hyperplane orthogonal to the symmetry axis in the 5-dimensional hypercylindrical spacetime. The class of the solutions depends on one constant a which is the…

广义相对论与量子宇宙学 · 物理学 2010-11-11 Bogeun Gwak , Bum-Hoon Lee , Wonwoo Lee

The paper deals with multivariate Gaussian random fields defined over generalized product spaces that involve the hypertorus. The assumption of Gaussianity implies the finite dimensional distributions to be completely specified by the…

统计理论 · 数学 2022-02-23 François Bachoc , Ana Peron , Emilio Porcu

We show that, on a $2$-dimensional compact manifold, the optimal transport map in the semi-discrete random matching problem is well-approximated in the $L^2$-norm by identity plus the gradient of the solution to the Poisson problem $-\Delta…

概率论 · 数学 2019-03-29 Luigi Ambrosio , Federico Glaudo , Dario Trevisan

In this short note, we consider the problem of prescribing the Gauss curvature and image of the Gauss map for the graph of a function over a domain in Euclidean space. The prescription of the image of the Gauss map turns this into a second…

偏微分方程分析 · 数学 2020-05-28 Nestor Guillen , Jun Kitagawa

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

This work considers the problem of computing distances between structured objects such as undirected graphs, seen as probability distributions in a specific metric space. We consider a new transportation distance (i.e. that minimizes a…

机器学习 · 统计学 2019-05-14 Titouan Vayer , Laetitia Chapel , Rémi Flamary , Romain Tavenard , Nicolas Courty