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One of the simplest methods of generating a random graph with a given degree sequence is provided by the Monte Carlo Markov Chain method using switches. The switch Markov chain converges to the uniform distribution, but generally the rate…

This paper is devoted to the convergence analysis of stochastic approximation algorithms of the form $\theta\_{n+1} = \theta\_n + \gamma\_{n+1} H\_{\theta\_n}(X\_{n+1})$ where $\{\theta\_nn, n \geq 0\}$ is a $R^d$-valued sequence,…

统计理论 · 数学 2016-01-27 Gersende Fort , Eric Moulines , Amandine Schreck , Matti Vihola

Based on the theory of stochastic chemical kinetics, the inherent randomness and stochasticity of biochemical reaction networks can be accurately described by discrete-state continuous-time Markov chains. The analysis of such processes is,…

数值分析 · 数学 2014-10-14 Andreychenko Alexander , Mikeev Linar , Wolf Verena

We introduce block Markov chains (BMCs) indexed by an infinite rooted tree. It turns out that BMCs define a new class of tree-indexed Markovian processes. We clarify the structure of BMCs in connection with Markov chains (MCs) and Markov…

概率论 · 数学 2020-08-25 Abdessatar Souissi

We examine data-processing of Markov chains through the lens of information geometry. We first establish a theory of congruent Markov morphisms within the framework of stochastic matrices. Specifically, we introduce and justify the concept…

概率论 · 数学 2023-12-21 Geoffrey Wolfer , Shun Watanabe

A non-markovian stochastic model is shown to lead to a universal relationship between particle's energy, driven frequency and a frequency of interaction with the medium. It is briefly discussed the possible relevance of this general…

经典物理 · 物理学 2007-05-23 Mario J. Pinheiro

In this article we consider the Markovian products of invertible (not necessarily positive) matrices chosen from a strongly irreducible, contracting, finite set of matrices. We construct Markovian transfer operators and prove the spectral…

概率论 · 数学 2020-01-22 Fan Wang , David Steinsaltz

The analysis of parametrised systems is a growing field in verification, but the analysis of parametrised probabilistic systems is still in its infancy. This is partly because it is much harder: while there are beautiful cut-off results for…

计算机科学中的逻辑 · 计算机科学 2018-04-06 Paul Gainer , Ernst Moritz Hahn , Sven Schewe

This paper gives a method for computing distributions associated with patterns in the state sequence of a hidden Markov model, conditional on observing all or part of the observation sequence. Probabilities are computed for very general…

统计方法学 · 统计学 2007-12-18 John A. D. Aston , Donald E. K. Martin

A reaction network is a chemical system involving multiple reactions and chemical species. Stochastic models of such networks treat the system as a continuous time Markov chain on the number of molecules of each species with reactions as…

概率论 · 数学 2007-05-23 Karen Ball , Thomas G. Kurtz , Lea Popovic , Greg Rempala

We investigate the properties of uniform doubly stochastic random matrices, that is non-negative matrices conditioned to have their rows and columns sum to 1. The rescaled marginal distributions are shown to converge to exponential…

概率论 · 数学 2010-11-01 Sourav Chatterjee , Persi Diaconis , Allan Sly

Given a non-negative Jacobi matrix describing higher order recurrence relations for multiple orthogonal polynomials of type~II and corresponding linear forms of type I, a general strategy for constructing a pair of stochastic matrices, dual…

We investigate binary voting systems with two types of voters and a hierarchy among the members in each type, so that members in one class have more influence or importance than members in the other class. The purpose of this paper is to…

组合数学 · 数学 2009-07-23 Josep Freixas , Xavier Molinero , Salvador Roura

We study a simple Markov chain, the switch chain, on the set of all perfect matchings in a bipartite graph. This Markov chain was proposed by Diaconis, Graham and Holmes as a possible approach to a sampling problem arising in Statistics. We…

数据结构与算法 · 计算机科学 2017-01-27 Martin Dyer , Mark Jerrum , Haiko Müller

We take on a Random Matrix theory viewpoint to study the spectrum of certain reversible Markov chains in random environment. As the number of states tends to infinity, we consider the global behavior of the spectrum, and the local behavior…

概率论 · 数学 2010-06-15 Charles Bordenave , Pietro Caputo , Djalil Chafai

Tensor structured Markov chains are part of stochastic models of many practical applications, e.g., in the description of complex production or telephone networks. The most interesting question in Markov chain models is the determination of…

数值分析 · 数学 2015-05-08 Matthias Bolten , Karsten Kahl , Sonja Sokolović

Many applications in network analysis require algorithms to sample uniformly at random from the set of all graphs with a prescribed degree sequence. We present a Markov chain based approach which converges to the uniform distribution of all…

离散数学 · 计算机科学 2010-03-05 Annabell Berger , Matthias Müller-Hannemann

This note presents conjectures on polynomial/algebraic/sub-exponential convergence of transition probabilities for $\lambda$-null recurrent and $\lambda$-transient Markov chains in continuous time. The only known positive examples are in…

概率论 · 数学 2022-02-14 Phil. Pollett

We study the Markov chain on $\mathbf{F}_p$ obtained by applying a function $f$ and adding $\pm\gamma$ with equal probability. When $f$ is a linear function, this is the well-studied Chung--Diaconis--Graham process. We consider two cases:…

概率论 · 数学 2022-03-08 Jimmy He

This paper generalizes the notion of stochastic order to a relation between probability measures over arbitrary measurable spaces. This generalization is motivated by the observation that for the stochastic ordering of two stationary Markov…

概率论 · 数学 2008-06-24 Lasse Leskelä