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We develop lagged Metropolis-Hastings walk for sampling from simple undirected graphs according to given stationary sampling probabilities. We explain how to apply the technique together with designed graphs for sampling of units-in-space.…

统计方法学 · 统计学 2022-05-16 Li-Chun Zhang

We prove an averaged CLT for a random walk in a dynamical environment where the states of the environment at different sites are independent Markov chains.

概率论 · 数学 2008-12-17 Dmitry Dolgopyat , Carlangelo Liverani

In this short paper, we consider discrete-time Markov chains on lattices as approximations to continuous-time diffusion processes. The approximations can be interpreted as finite difference schemes for the generator of the process. We…

概率论 · 数学 2016-11-08 Christoph Reisinger

The tail chain of a Markov chain can be used to model the dependence between extreme observations. For a positive recurrent Markov chain, the tail chain aids in describing the limit of a sequence of point processes $\{N_n,n\geq1\}$,…

统计理论 · 数学 2013-10-01 Sidney I. Resnick , David Zeber

We provide a simple algorithm for construction of Brownian paths approximating those of a L\'evy process on a finite time interval. It requires knowledge of the L\'evy process trajectory on a chosen regular grid and the law of its endpoint,…

概率论 · 数学 2021-10-25 Vladimir Fomichov , Jorge González Cázares , Jevgenijs Ivanovs

There are many Markov chains on infinite dimensional spaces whose one-step transition kernels are mutually singular when starting from different initial conditions. We give results which prove unique ergodicity under minimal assumptions on…

概率论 · 数学 2009-08-20 Martin Hairer , Jonathan C. Mattingly , Michael Scheutzow

We consider irreversible Markov chains on finite commutative rings randomly generated using both addition and multiplication. We restrict ourselves to the case where the addition is uniformly random and multiplication is arbitrary. We first…

表示论 · 数学 2020-06-11 Arvind Ayyer , Pooja Singla

We use the cavity method to study parallel dynamics of disordered Ising models on a graph. In particular, we derive a set of recursive equations in single site probabilities of paths propagating along the edges of the graph. These equations…

无序系统与神经网络 · 物理学 2025-04-23 I. Neri , D. Bollé

We investigate the concept of effective resistance in connection graphs, expanding its traditional application from undirected graphs. We propose a robust definition of effective resistance in connection graphs by focusing on the duality of…

In the context of a random walk on an undirected graph, Kemeny's constant can measure the average travel time for a random walk between two randomly chosen vertices. We are interested in graphs that behave counter-intuitively in regard to…

组合数学 · 数学 2022-05-18 Sooyeong Kim

Graph-limit theory focuses on the convergence of sequences of graphs when the number of nodes becomes arbitrarily large. This framework defines a continuous version of graphs allowing for the study of dynamical systems on very large graphs,…

概率论 · 数学 2020-05-20 Julien Petit , Renaud Lambiotte , Timoteo Carletti

A new approach is developed for evaluating the convergence rate for nonlinear Markov chains (MC) based on the recently developed spectral radius technique of markovian coupling for linear MC and the idea of small nonlinear perturbations of…

概率论 · 数学 2025-03-27 Alexander Shchegolev , Alexander Veretennikov

We examine the mixing time for random walks on graphs. In particular we are interested on investigating graphs with bottlenecks. Furthermore, the cutoff phenomenon is examined.

概率论 · 数学 2019-07-02 Ioannis Papageorgiou

Establishing cutoff, an abrupt transition from "not mixed" to "well mixed", is a classical topic in the theory of mixing times for Markov chains. Interest has grown recently in determining not only the existence of cutoff and the order of…

概率论 · 数学 2024-12-11 Evita Nestoridi , Sam Olesker-Taylor

In this paper we develop a general framework for constructing and analysing coupled Markov chain Monte Carlo samplers, allowing for both (possibly degenerate) diffusion and piecewise deterministic Markov processes. For many performance…

概率论 · 数学 2018-06-29 N. Nuesken , G. A. Pavliotis

We provide explicit nonasymptotic estimates for the rate of convergence of empirical means of Markov chains, together with a Gaussian or exponential control on the deviations of empirical means. These estimates hold under a "positive…

概率论 · 数学 2010-11-11 Aldéric Joulin , Yann Ollivier

In this paper, we present criteria for non-exponential ergodicity of continuous-time Markov chains on a countable state space. These criteria can be verified by examining the ratio of transition rates over certain paths. We applied this…

概率论 · 数学 2024-02-09 Minjoon Kim , Jinsu Kim

The number of walks from one vertex to another in a finite graph can be counted by the adjacency matrix. In this paper, we prove two theorems that connect the graph Laplacian with two types of walks in a graph. By defining two types of…

组合数学 · 数学 2017-07-13 Chengzheng Yu

We propose a model of random walks on weighted graphs where the weights are interval valued, and connect it to reversible imprecise Markov chains. While the theory of imprecise Markov chains is now well established, this is a first attempt…

最优化与控制 · 数学 2016-09-20 Damjan Škulj

A necessary and sufficient condition for a random walk in a finite directed graph subject to a road coloring to be measurable with respect to the driving random road colors is proved to be that the road coloring is synchronizing. For this,…

概率论 · 数学 2015-03-17 Kouji Yano