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Convergence rate to the stationary distribution for continuous-time Markov processes can be studied using Lyapunov functions. Recent work by the author provided explicit rates of convergence in special case of a reflected jump-diffusion on…

概率论 · 数学 2020-03-25 Andrey Sarantsev

Random flights in $\mathbb{R}^d,d\geq 2,$ with Dirichlet-distributed displacements and uniformly distributed orientation are analyzed. The explicit characteristic functions of the position $\underline{\bf X}_d(t),\,t>0,$ when the number of…

概率论 · 数学 2011-08-01 Alessandro De Gregorio , Enzo Orsingher

The convergence rate in Wasserstein distance is estimated for empirical measures of ergodic Markov processes, and the estimate can be sharp in some specific situations. The main result is applied to subordinations of typical models excluded…

概率论 · 数学 2024-08-14 Feng-Yu Wang

The aim of this paper is to analyze a class of random motions which models the motion of a particle on the real line with random velocity and subject to the action of the friction. The speed randomly changes when a Poissonian event occurs.…

概率论 · 数学 2009-12-31 Alessandro De Gregorio

In this paper, we study in the Markovian case the rate of convergence in the Wasserstein distance of an approximation of the solution to a BSDE given by a BSDE which is driven by a scaled random walk as introduced in Briand, Delyon and…

概率论 · 数学 2019-08-06 Philippe Briand , Christel Geiss , Stefan Geiss , Céline Labart

We study a Markov process with two components: the first component evolves according to one of finitely many underlying Markovian dynamics, with a choice of dynamics that changes at the jump times of the second component. The second…

概率论 · 数学 2015-04-14 Bertrand Cloez , Martin Hairer

Causal optimal transport and adapted Wasserstein distance have applications in different fields from optimization to mathematical finance and machine learning. The goal of this article is to provide equivalent formulations of these concepts…

概率论 · 数学 2024-07-01 Mathias Beiglböck , Susanne Pflügl , Stefan Schrott

We prove a Poisson limit theorem in the total variation distance of functionals of a general Poisson point process using the Malliavin-Stein method. Our estimates only involve first and second order difference operators and are closely…

概率论 · 数学 2019-05-28 Jens Grygierek

This work is devoted to the Lipschitz contraction and the long time behavior of certain Markov processes. These processes diffuse and jump. They can represent some natural phenomena like size of cell or data transmission over the Internet.…

概率论 · 数学 2012-10-12 Bertrand Cloez

In this paper we introduce some recent progresses on the convergence rate in Wasserstein distance for empirical measures of Markov processes. For diffusion processes on compact manifolds possibly with reflecting or killing boundary…

概率论 · 数学 2025-07-22 Feng-Yu Wang

The exponential contraction in $L^1$-Wasserstein distance and exponential convergence in $L^q$-Wasserstein distance ($q\geq 1$) are considered for stochastic differential equations with irregular drift. When the irregular drift drift is…

概率论 · 数学 2024-04-22 Shao-Qin Zhang

Motivated by the statistical and computational challenges of computing Wasserstein distances in high-dimensional contexts, machine learning researchers have defined modified Wasserstein distances based on computing distances between…

概率论 · 数学 2022-06-02 Jiaqi Xi , Jonathan Niles-Weed

We study a class of interacting particle systems on $\mathbb{R}$ with two types. Particles evolve by independent jumps sampled from a fixed distribution, with type-dependent jump rates $v_+$, $v_-$ and stochastic type switching driven by…

概率论 · 数学 2026-05-14 Sayan Banerjee , Andrew Nguyen

The sliced-Wasserstein flow is an evolution equation where a probability density evolves in time, advected by a velocity field computed as the average among directions in the unit sphere of the optimal transport displacements from its 1D…

最优化与控制 · 数学 2024-05-13 Giacomo Cozzi , Filippo Santambogio

The Poisson-Nernst-Planck system of equations used to model ionic transport is interpreted as a gradient flow for the Wasserstein distance and a free energy in the space of probability measures with finite second moment. A variational…

偏微分方程分析 · 数学 2015-09-08 David Kinderlehrer , Léonard Monsaingeon , Xiang Xu

Suppose we are given two metric spaces and a family of continuous transformations from one to the other. Given a probability distribution on each of these two spaces - namely the source and the target measures - the Wasserstein alignment…

概率论 · 数学 2025-03-11 Soumik Pal , Bodhisattva Sen , Ting-Kam Leonard Wong

Leveraging the Wasserstein distance -- a summation of sample-wise transport distances in data space -- is advantageous in many applications for measuring support differences between two underlying density functions. However, when supports…

机器学习 · 计算机科学 2025-11-18 Cheongjae Jang , Jonghyun Won , Soyeon Jun , Chun Kee Chung , Keehyoung Joo , Yung-Kyun Noh

A model of Poissonian observation having a jump (change-point) in the intensity function is considered. Two cases are studied. The first one corresponds to the situation when the jump size converges to a non-zero limit, while in the second…

统计理论 · 数学 2015-02-25 Serguei Dachian , Lin Yang

In this paper, we establish sharp upper and lower bounds on the convergence rate of the empirical measures of point processes under the Wasserstein distance. To this end, we first introduce a new metric on the space of counting measures…

统计理论 · 数学 2026-04-28 Dongzhou Huang , Tianyi Jiang , Haonan Wang

Von Renesse and the author (Ann. Prob. '09) developed a second order calculus on the Wasserstein space P([0,1]) of probability measures on the unit interval. The basic objects of interest had been Dirichlet form, semigroup and continuous…

概率论 · 数学 2011-05-20 Karl-Theodor Sturm
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