Coin-Turning, Random Walks and Inhomogeneous Markov Chains

翻硬币、随机漫步和非均质马尔可夫链

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出版时间
2024年12月31日
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精装
ISBN
9789811293122
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页      码
240 pp
语      种
英文
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图书简介
This research monograph explores new frontiers in Markov chains. Although time-homogeneous Markov chains are well understood, this is not at all the case with time-inhomogeneous ones. The book, after a review on the classical theory of homogeneous chains, including the electrical network approach, introduces several new models which involve inhomogeneous chains as well as related new types of random walks (for example, "coin turning", "conservative" and "Rademacher" walk). Scaling limits, the breakdown of the classical limit theorems as well as recurrence and transience are investigated. The relationship with urn models is the subject of two chapters, providing additional connections to other parts of probability theory.Random walks on random graphs are discussed as well, as an area where the method of electric networks is especially useful. This is illustrated by presenting random walks in random environments and random labyrinths.The monograph puts emphasis on showing examples and open problems besides providing rigorous analysis of the models.Several figures illustrate the main ideas, and a large number of exercises challenge the interested reader.Key FeaturesThis book is unique in the sense that it discusses in depth several time-inhomogeneous Markov chains and also a number of non-classical random walks for which the steps form inhomogeneous Markov chainsSeveral special topics in probability, such as random labyrinths and the relationship between urn models and non-classical random walks also appear in book form for the first time, and a number of challenging open problems are proposed
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