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Titlebook: Constructive Computation in Stochastic Models with Applications; The RG-Factorization Quan-Lin Li Book 2010 The Editor(s) (if applicable) a

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发表于 2025-3-21 19:41:11 | 显示全部楼层 |阅读模式
书目名称Constructive Computation in Stochastic Models with Applications
副标题The RG-Factorization
编辑Quan-Lin Li
视频video
概述The first book in the area of matrix-analytic methods bridging applied mathematics to computer science, operations research and management sciences..Presents recent results on applications in optimiza
图书封面Titlebook: Constructive Computation in Stochastic Models with Applications; The RG-Factorization Quan-Lin Li Book 2010 The Editor(s) (if applicable) a
描述."Constructive Computation in Stochastic Models with Applications: The .RG.-Factorizations" provides a unified, constructive and algorithmic framework for numerical computation of many practical stochastic systems. It summarizes recent important advances in computational study of stochastic models from several crucial directions, such as stationary computation, transient solution, asymptotic analysis, reward processes, decision processes, sensitivity analysis as well as game theory. Graduate students, researchers and practicing engineers in the field of operations research, management sciences, applied probability, computer networks, manufacturing systems, transportation systems, insurance and finance, risk management and biological sciences will find this book valuable...Dr. Quan-Lin Li is an Associate Professor at the Department of Industrial Engineering of Tsinghua University, China..
出版日期Book 2010
关键词Analysis; Markov; Markov Chain; Markov Chains; Markov decision process; Markov renewal process; Sage; Stoch
版次1
doihttps://doi.org/10.1007/978-3-642-11492-2
isbn_ebook978-3-642-11492-2
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer-Verlag GmbH, DE
The information of publication is updating

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Block-Structured Markov Chains,me or continuous-time. The .- and .-measures are iteratively defined from two different censored directions: UL-type and LU-type. An important censoring invariance for the .- and .-measures is obtained. Using the censoring invariance, the Wiener-Hopf equations are derived, and then the UL- and UL-ty
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Markov Chains of GI/G/1 Type,he repeated blocks and the four basic inequalities for the boundary blocks, which are useful in spectral analysis of Markov chains of ./1 type. We analyze the dual Markov chain of any irreducible blockstructured Markov chain, and specifically discuss the dual chain of a Markov chain of ./1 type. Fur
发表于 2025-3-22 08:07:00 | 显示全部楼层
Asymptotic Analysis, under which the stationary probability vector is either light-tailed or heavy-tailed by means of the .-factorization. At the same time, we provide expressions for both the light tail and the heavy tail. Note that the conditions and expressions can be completely determined by the repeating row and t
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Examples of Practical Applications,nder a unified algorithmic framework. The processor-sharing queue is directly constructed as a block-structured Markov chain, and the fluid queue can be constructed as a block-structured Markov chain by means of the Laplace transform; while the negative-customer queue and the retrial queue need to c
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Quasi-Stationary Distributions, We derive the .-factorizations for the β -discounted block-structured transition matrix. We provide conditions for the state α -classification, and derive two sets of expressions for the quasi-stationary distribution. As important examples, we analyze Markov chains of ./1 type, Markov chains of ./1
发表于 2025-3-23 07:42:44 | 显示全部楼层
Markov Reward Processes,ide a unified algorithmic framework to derive expressions for conditional distributions and conditional moments of the reward processes. As an important example, we study the reward processes for an irreducible continuous-time level-dependent QBD process with either finitely-many levels or infinitel
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