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When statistical analyses consider multiple data sources, Markov melding provides a method for combining the source-specific Bayesian models. Markov melding joins together submodels that have a common quantity. One challenge is that the…

统计方法学 · 统计学 2022-03-17 Andrew A. Manderson , Robert J. B. Goudie

The paper studies an improved estimate for the rate of convergence for nonlinear homogeneous discrete-time Markov chains. These processes are nonlinear in terms of the distribution law. Hence, the transition kernels are dependent on the…

概率论 · 数学 2021-05-21 Aleksandr Shchegolev

Pervasive across diverse domains, stochastic systems exhibit fluctuations in processes ranging from molecular dynamics to climate phenomena. The Langevin equation has served as a common mathematical model for studying such systems, enabling…

统计力学 · 物理学 2025-05-01 Youngkyoung Bae , Seungwoong Ha , Hawoong Jeong

In this paper we consider the problem of computing the stationary distribution of nearly completely decomposable Markov processes, a well-established area in the classical theory of Markov processes with broad applications in the design,…

数值分析 · 数学 2025-06-19 Vasileios Kalantzis , Mark S. Squillante , Chai Wah Wu

We introduce a statistical mechanics formalism for the study of constrained graph evolution as a Markovian stochastic process, in analogy with that available for spin systems, deriving its basic properties and highlighting the role of the…

无序系统与神经网络 · 物理学 2015-05-13 A. C. C. Coolen , A. De Martino , A. Annibale

In this paper a new proof is given for the supermodularity of information content. Using the decomposability of the information content an algorithm is given for discovering the Markov network graph structure endowed by the pairwise Markov…

信息论 · 计算机科学 2013-07-03 Edith Kovács , Tamás Szántai

Markov matrices have an important role in the filed of stochastic processes. In this paper, we will show and prove a series of conclusions on Markov matrices and transformations rather than pay attention to stochastic processes although…

环与代数 · 数学 2023-01-02 Chengshen Xu

We consider a finite family of invertible $2 \times 2$ real matrices and a transitive Markov shift on the index set. Let $\lambda$ be the top Lyapunov exponent for random matrix products driven by the Markov shift. We prove that, if the…

动力系统 · 数学 2026-04-15 Nima Alibabaei

We develop a general theory of Markov chains realizable as random walks on $\mathscr R$-trivial monoids. It provides explicit and simple formulas for the eigenvalues of the transition matrix, for multiplicities of the eigenvalues via…

组合数学 · 数学 2015-03-30 Arvind Ayyer , Anne Schilling , Benjamin Steinberg , Nicolas M. Thiery

We apply the recently proposed quantum probing protocols with an unknown system-probe coupling to probe the convex coefficients in mixtures of commuting states. By using two reference states instead of one as originally suggested, we are…

量子物理 · 物理学 2022-09-13 Henri Lyyra , Olli Siltanen , Jyrki Piilo , Subhashish Banerjee , Tom Kuusela

This paper considers the problem of randomized influence maximization over a Markovian graph process: given a fixed set of nodes whose connectivity graph is evolving as a Markov chain, estimate the probability distribution (over this fixed…

社会与信息网络 · 计算机科学 2017-11-10 Buddhika Nettasinghe , Vikram Krishnamurthy

We propose a collision model to investigate the information dynamics of a system coupled to an environment with varying degrees of non-Markovianity. We control the degree of non-Markovianity by applying a depolarising channel to a fixed and…

量子物理 · 物理学 2026-04-08 Simone Rijavec , Giuseppe Di Pietra

How long threadlike eukaryotic chromosomes fit tidily in the small volume of the nucleus without significant entanglement is just beginning to be understood, thanks to major advances in experimental techniques. Several polymer models, which…

软凝聚态物质 · 物理学 2024-10-03 D. Thirumalai , Guang Shi , Sucheol Shin , Changbong Hyeon

In forced polymer translocation, the average translocation time, $\tau$, scales with respect to pore force, $f$, and polymer length, $N$, as $\tau \sim f^{-1} N^{\beta}$. We demonstrate that an artifact in Metropolis Monte Carlo method…

生物物理 · 物理学 2009-11-13 V. V. Lehtola , R. P. Linna , K. Kaski

Bayesian learning in undirected graphical models|computing posterior distributions over parameters and predictive quantities is exceptionally difficult. We conjecture that for general undirected models, there are no tractable MCMC (Markov…

机器学习 · 计算机科学 2012-07-19 Iain Murray , Zoubin Ghahramani

In recent years polymer translocation, i.e., transport of polymeric molecules through nanometer-sized pores and channels embedded in membranes, has witnessed strong advances. It is now possible to observe single-molecule polymer dynamics…

软凝聚态物质 · 物理学 2013-09-13 Debabrata Panja , Gerard T. Barkema , Anatoly B. Kolomeisky

We study the dynamics of the passage of a polymer through a membrane pore (translocation), focusing on the scaling properties with the number of monomers $N$. The natural coordinate for translocation is the number of monomers on one side of…

软凝聚态物质 · 物理学 2009-11-07 Jeffrey Chuang , Yacov Kantor , Mehran Kardar

By analyzing the real space nonequilibrium dynamics of polymers, we elucidate the physics of driven translocation and propose its dynamical scaling scenario analogous to that in the surface growth phenomena. We provide a detailed account of…

软凝聚态物质 · 物理学 2011-11-28 Takuya Saito , Takahiro Sakaue

This article studies the convergence properties of trans-dimensional MCMC algorithms when the total number of models is finite. It is shown that, for reversible and some non-reversible trans-dimensional Markov chains, under mild conditions,…

统计理论 · 数学 2024-10-18 Qian Qin

We present a new algorithm for the statistical model checking of Markov chains with respect to unbounded temporal properties, such as reachability and full linear temporal logic. The main idea is that we monitor each simulation run on the…

计算机科学中的逻辑 · 计算机科学 2016-03-04 Przemysław Daca , Thomas A. Henzinger , Jan Křetínský , Tatjana Petrov