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Doubly intractable models are encountered in a number of fields, e.g. social networks, ecology and epidemiology. Inference for such models requires the evaluation of a likelihood function, whose normalising factor depends on the model…

统计方法学 · 统计学 2025-08-25 Yu Yang , Matias Quiroz , Robert Kohn , Scott A. Sisson

The problem of designing a rebalancing algorithm for a large-scale ridehailing system with asymmetric demand is considered here. We pose the rebalancing problem within a semi Markov decision problem (SMDP) framework with closed queues of…

系统与控制 · 电气工程与系统科学 2020-07-15 Yuntian Deng , Hao Chen , Shiping Shao , Jiacheng Tang , Jianzong Pi , Abhishek Gupta

We analyse the performance of a recursive Monte Carlo method for the Bayesian estimation of the static parameters of a discrete--time state--space Markov model. The algorithm employs two layers of particle filters to approximate the…

统计计算 · 统计学 2016-03-31 Dan Crisan , Joaquin Miguez

Spatio-temporal hidden Markov models are extremely difficult to estimate because their latent joint distributions are available only in trivial cases. In the estimation phase, these latent distributions are usually substituted with…

统计方法学 · 统计学 2025-09-19 Daniele Tancini , Riccardo Rastelli , Francesco Bartolucci

The superposition of arrival processes is a fundamental yet analytically intractable operation in queueing networks when inputs are general non-renewal streams. Classical methods either reduce merged flows to renewal surrogates, rely on…

机器学习 · 计算机科学 2026-03-13 Eliran Sherzer

In this paper the numerical approximation of solutions of Liouville-Master Equations for time-dependent distribution functions of Piecewise Deterministic Processes with memory is considered. These equations are linear hyperbolic PDEs with…

数值分析 · 数学 2007-05-23 Mario Annunziato

This paper is concerned with system of magnetic effected piezoelectric beams with interior time-varying delay and time-dependent weights, in which the beam is clamped at the two side points subject to a single distributed state feedback…

偏微分方程分析 · 数学 2021-02-15 Aowen Kong , Wenjun Liu , Yanning An

This paper examines a discrete-time queuing system with applications to telecommunications traffic. The arrival process is a particular Markov modulated process which belongs to the class of discrete batched Markovian arrival processes. The…

概率论 · 数学 2013-03-28 Richard G. Clegg

The Batch Markov Modulated Poisson Process (BMMPP) is a subclass of the versatile Batch Markovian Arrival process (BMAP) which has been proposed for the modeling of dependent events occurring in batches (as group arrivals, failures or risk…

统计计算 · 统计学 2024-01-29 Yoel G. Yera , Rosa E. Lillo , Pepa Ramírez-Cobo

We study entropy-regularized constrained Markov decision processes (CMDPs) under the soft-max parameterization, in which an agent aims to maximize the entropy-regularized value function while satisfying constraints on the expected total…

机器学习 · 计算机科学 2023-04-10 Donghao Ying , Yuhao Ding , Javad Lavaei

We investigate the connection between two classical models of phase transition phenomena, the (discrete size) stochastic Becker-D\"oring, a continous time Markov chain model, and the (continuous size) deterministic Lifshitz-Slyozov model, a…

概率论 · 数学 2015-06-17 Julien Deschamps , Erwan Hingant , Romain Yvinec

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

It is interesting and challenging to study double-ended queues with First-Come-First-Match discipline under customers' impatient behavior and non-Poisson inputs. The system stability can be guaranteed by the customers' impatient behavior,…

概率论 · 数学 2022-04-29 Heng-Li Liu , Quan-Lin Li , Yan-Xia Chang , Chi Zhang

We provide a large deviations analysis of deadlock phenomena occurring in distributed systems sharing common resources. In our model transition probabilities of resource allocation and deallocation are time and space dependent. The process…

概率论 · 数学 2009-11-24 Francis Comets , Francois Delarue , René Schott

This thesis studies high-dimensional, continuous-valued pairwise Markov Random Fields. We are particularly interested in approximating pairwise densities whose logarithm belongs to a Sobolev space. For this problem we propose the method of…

统计理论 · 数学 2015-06-12 Eric Janofsky

Recently multiserver queues with setup times have been extensively studied because they have applications in power-saving data centers. The most challenging model is the M/M/$c$/Setup queue where a server is turned off when it is idle and…

性能 · 计算机科学 2016-02-23 Tuan Phung-Duc

The models studied in the steady state involve two queues which are served either by a single server whose speed depends on the number of jobs present, or by several parallel servers whose number may be controlled dynamically. Job service…

性能 · 计算机科学 2021-12-03 Andrea Marin , Isi Mitrani

We study the problem of stopping a Brownian motion at a given distribution $\nu$ while optimizing a reward function that depends on the (possibly randomized) stopping time and the Brownian motion. Our first result establishes that the set…

概率论 · 数学 2020-04-15 Mathias Beiglböck , Marcel Nutz , Florian Stebegg

We consider a broad class of continuous-time two-type population size-dependent Markov Branching Processes. The offspring distribution can depend on the current (alive) and total (dead and alive) populations. Using stochastic approximation…

概率论 · 数学 2023-04-04 Khushboo Agarwal , Veeraruna Kavitha

We introduce a new approach to quantize the Euler scheme of an $\mathbb{R}^d$-valued diffusion process. This method is based on a Markovian and componentwise product quantization and allows us, from a numerical point of view, to speak of…

概率论 · 数学 2017-03-27 Fiorin Lucio , Gilles Pagès , Abass Sagna