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In this paper, we derive a simple drift condition for the stability of a class of two-dimensional Markov processes, for which one of the coordinates (also referred to as the {\em phase} for convenience) has a well understood behaviour…

概率论 · 数学 2020-10-01 Stella Kapodistria , Seva Shneer

This paper is concerned with the joint analysis of multivariate mixed-type spatial data, where some components are point processes and some are of lattice-type by nature. After a survey of statistical methods for marked spatial point and…

统计方法学 · 统计学 2019-06-20 Matthias Eckardt , Jorge Mateu

A one-dimensional, driven lattice gas with a freely moving, driven defect particle is studied. Although the dynamics of the defect are simply biased diffusion, it disrupts the local density of the gas, creating nontrivial nonequilibrium…

统计力学 · 物理学 2022-05-03 Ivan Lobaskin , Martin R Evans , Kirone Mallick

Consider a stochastic process $\{X(t)\}$ on a finite state space $ {\sf X}=\{1,\dots, d\}$. It is conditionally Markov, given a real-valued `input process' $\{\zeta(t)\}$. This is assumed to be small, which is modeled through the scaling,…

性能 · 计算机科学 2018-09-18 Yue Chen , Ana Bušić , Sean Meyn

In this paper we consider large state space continuous time Markov chains (MCs) arising in the field of systems biology. For density dependent families of MCs that represent the interaction of large groups of identical objects, Kurtz has…

We derive some key extremal features for $k$th order Markov chains that can be used to understand how the process moves between an extreme state and the body of the process. The chains are studied given that there is an exceedance of a…

统计理论 · 数学 2023-01-27 Ioannis Papastathopoulos , Adrian Casey , Jonathan A. Tawn

Continuous-time Markov chains on non-negative integers can be used for modeling biological systems, population dynamics, and queueing models. Qualitative behaviors of birth-and-death models, typical examples of such one-dimensional…

概率论 · 数学 2025-10-24 Minjun Kim , Seokhwan Moon , Jinsu Kim

In Markov Decision Processes (MDPs) with intermittent state information, decision-making becomes challenging due to periods of missing observations. Linear programming (LP) methods can play a crucial role in solving MDPs, in particular,…

最优化与控制 · 数学 2025-09-09 Konstantin Avrachenkov , Madhu Dhiman , Veeraruna Kavitha

We introduce Markov Random Geometric Graphs (MRGGs), a growth model for temporal dynamic networks. It is based on a Markovian latent space dynamic: consecutive latent points are sampled on the Euclidean Sphere using an unknown Markov…

机器学习 · 计算机科学 2022-03-10 Quentin Duchemin , Yohann de Castro

In this paper we complete and extend our previous work on stochastic control applied to high frequency market-making with inventory constraints and directional bets. Our new model admits several state variables (e.g. market spread,…

交易与市场微观结构 · 定量金融 2013-04-03 Pietro Fodra , Mauricio Labadie

In multi-state life insurance, an adequate balance between analytic tractability, computational efficiency, and statistical flexibility is of great importance. This might explain the popularity of Markov chain modelling, where matrix…

概率论 · 数学 2024-04-25 Jamaal Ahmad , Mogens Bladt , Christian Furrer

In this work, we focus on the stationary analysis of a specific class of continuous time Markov-modulated reflected random walks in the quarter plane with applications in the modelling of two-node Markov-modulated queueing networks with…

概率论 · 数学 2020-06-02 Ioannis Dimitriou

Markov processes with stochastic resetting towards the origin generically converge towards non-equilibrium steady-states. Long dynamical trajectories can be thus analyzed via the large deviations at Level 2.5 for the joint probability of…

统计力学 · 物理学 2021-05-07 Cecile Monthus

For a network of discrete states with a periodically driven Markovian dynamics, we develop an inference scheme for an external observer who has access to some transitions. Based on waiting-time distributions between these transitions, the…

统计力学 · 物理学 2024-09-12 Alexander M. Maier , Julius Degünther , Jann van der Meer , Udo Seifert

We show how to extend a recently proposed multi-level Monte Carlo approach to the continuous time Markov chain setting, thereby greatly lowering the computational complexity needed to compute expected values of functions of the state of the…

概率论 · 数学 2011-11-23 David F. Anderson , Desmond J. Higham

Potential theory has important applications in various fields such as physics, finance, and biology. In this paper, we investigate the potentials of two classic types of discrete-time skip-free Markov chains: upward skip-free and downward…

概率论 · 数学 2025-02-04 Wendi Li , Jinpeng Liu , Yuanyuan Liu

An efficient discrete time and space Markov chain approximation employing a Brownian bridge correction for computing curvilinear boundary crossing probabilities for general diffusion processes was recently proposed in Liang and Borovkov…

概率论 · 数学 2023-02-24 Vincent Liang , Konstantin Borovkov

Recently Dutta and Bhattacharya (2013) introduced a novel Markov Chain Monte Carlo methodology that can simultaneously update all the components of high dimensional parameters using simple deterministic transformations of a one-dimensional…

统计方法学 · 统计学 2017-01-24 Kushal Kumar Dey , Sourabh Bhattacharya

Within the applications of spatial point processes, it is increasingly becoming common that events are labeled by marks, prompting an exploration beyond the spatial distribution of events by incorporating the marks in the undertaken…

统计方法学 · 统计学 2023-09-06 Matthias Eckardt , Mehdi Moradi

We introduce a new Levy fluctuation theoretic method to analyze the cumulative sum (CUSUM) procedure in sequential change-point detection. When observations are phase-type distributed and the post-change distribution is given by exponential…

统计方法学 · 统计学 2022-09-07 Jevgenijs Ivanovs , Kazutoshi Yamazaki