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Wasserstein balls, which contain all probability measures within a pre-specified Wasserstein distance to a reference measure, have recently enjoyed wide popularity in the distributionally robust optimization and machine learning communities…

最优化与控制 · 数学 2021-06-08 Man-Chung Yue , Daniel Kuhn , Wolfram Wiesemann

A general purely crystalline mean curvature flow equation with a nonuniform driving force term is considered. The unique existence of a level set flow is established when the driving force term is continuous and spatially Lipschitz…

偏微分方程分析 · 数学 2020-06-09 Yoshikazu Giga , Norbert Pozar

We prove a comparison result for viscosity solutions of second order parabolic partial differential equations in the Wasserstein space. The comparison is valid for semisolutions that are Lipschitz continuous in the measure in a…

偏微分方程分析 · 数学 2024-10-16 Erhan Bayraktar , Ibrahim Ekren , Xin Zhang

We propose a variational approach to approximate measures with measures uniformly distributed over a 1 dimentional set. The problem consists in minimizing a Wasserstein distance as a data term with a regularization given by the length of…

偏微分方程分析 · 数学 2024-10-17 Antonin Chambolle , Vincent Duval , Joao Miguel Machado

Variational problems that involve Wasserstein distances have been recently proposed to summarize and learn from probability measures. Despite being conceptually simple, such problems are computationally challenging because they involve…

机器学习 · 统计学 2015-08-26 Marco Cuturi , Gabriel Peyré

We study the Bellman equation in the Wasserstein space arising in the study of mean field control problems, namely stochastic optimal control problems for McKean-Vlasov diffusion processes.Using the standard notion of viscosity solution \`a…

偏微分方程分析 · 数学 2022-02-10 Andrea Cosso , Fausto Gozzi , Idris Kharroubi , Huyên Pham , Mauro Rosestolato

In this paper, we study the problem concerning the approximation of a rigid obstacle for flows governed by the stationary Navier-Stokes equations in the two-dimensional case. The idea is to consider a highly viscous fluid in the place of…

偏微分方程分析 · 数学 2022-09-26 Sadokat Malikova

This paper aims to compare and evaluate various obstacle approximation techniques employed in the context of the steady incompressible Navier-Stokes equations. Specifically, we investigate the effectiveness of a standard volume penalization…

偏微分方程分析 · 数学 2024-01-05 Piotr Krzyżanowski , Sadokat Malikova , Piotr B. Mucha , Tomasz Piasecki

In this paper, we show that the value functions of mean field control problems with common noise are the unique viscosity solutions to fully second-order Hamilton-Jacobi-Bellman equations, in a Crandall-Lions-like framework. We allow the…

最优化与控制 · 数学 2025-01-06 Erhan Bayraktar , Hang Cheung , Ibrahim Ekren , Jinniao Qiu , Ho Man Tai , Xin Zhang

In this article, a notion of viscosity solutions is introduced for fully nonlinear second order path-dependent partial differential equations in the spirit of [Zhou, Ann. Appl. Probab., 33 (2023), 5564-5612]. We prove the existence,…

概率论 · 数学 2024-05-13 Shanjian Tang , Jianjun Zhou

The main objective of this paper and the accompanying one \cite{ETZ2} is to provide a notion of viscosity solutions for fully nonlinear parabolic path-dependent PDEs. Our definition extends our previous work \cite{EKTZ}, focused on the…

概率论 · 数学 2014-09-15 Ibrahim Ekren , Nizar Touzi , Jianfeng Zhang

In this paper we investigate a path dependent optimal control problem on the process space with both drift and volatility controls, with possibly degenerate volatility. The dynamic value function is characterized by a fully nonlinear second…

最优化与控制 · 数学 2025-07-23 Jianjun Zhou , Nizar Touzi , Jianfeng Zhang

We study a class of non linear integro-differential equations on the Wasserstein space related to the optimal control of McKean--Vlasov jump-diffusions. We develop an intrinsic notion of viscosity solutions that does not rely on the lifting…

最优化与控制 · 数学 2019-10-03 Matteo Burzoni , Vincenzo Ignazio , A. Max Reppen , H. Mete Soner

Given a complete, connected Riemannian manifold $ \mathbb{M}^n $ with Ricci curvature bounded from below, we discuss the stability of the solutions of a porous medium-type equation with respect to the 2-Wasserstein distance. We produce…

偏微分方程分析 · 数学 2022-07-29 Nicolò De Ponti , Matteo Muratori , Carlo Orrieri

Wasserstein barycenters define averages of probability measures in a geometrically meaningful way. Their use is increasingly popular in applied fields, such as image, geometry or language processing. In these fields however, the probability…

数值分析 · 数学 2023-03-13 Guillaume Carlier , Alex Delalande , Quentin Merigot

Viscosity solutions to the eikonal equation |Du|g = 1, known to be exactly distance-like functions, on a non-compact complete Riemannian manifold (M,g) are crucial for understanding the underlying geometric and topological properties. In…

偏微分方程分析 · 数学 2025-01-03 Huajian Jiang , Xiaojun Cui

This paper presents a finite-dimensional approximation for a class of partial differential equations on the space of probability measures. These equations are satisfied in the sense of viscosity solutions. The main result states the…

概率论 · 数学 2024-07-24 Mehdi Talbi

We prove the existence of a unique viscosity solution to certain systems of fully nonlinear parabolic partial differential equations with interconnected obstacles in the setting of Neumann boundary conditions. The method of proof builds on…

偏微分方程分析 · 数学 2022-05-24 Niklas L. P. Lundström , Marcus Olofsson

This paper studies Hamilton-Jacobi equations of evolution type defined in a general metric space. We give a notion of a solution through optimal principles and establish a unique existence theorem of the solution for initial value problems.…

偏微分方程分析 · 数学 2014-07-30 Atsushi Nakayasu

The quantization problem aims to find the best possible approximation of probability measures on ${\mathbb{R}}^d$ using finite, discrete measures. The Wasserstein distance is a typical choice to measure the quality of the approximation.…

概率论 · 数学 2023-09-11 Rajmadan Lakshmanan , Alois Pichler