Markov Chains (Cambridge Series in Statistical and Probabilistic Mathematics) pdf epub mobi txt 电子书下载 2025

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出版者:Cambridge University Press

作者:J. R. Norris

出品人:

页数:254

译者:

出版时间:1998-07-28

价格:USD 48.99

装帧:Paperback

isbn号码:9780521633963

丛书系列:Cambridge Series in Statistical and Probabilistic Mathematics

图书标签:

数学
马尔可夫链
机器学习
Statistics
Markov
随机过程
Markov鏈
计算机科学

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Markov chains are central to the understanding of random processes. This is not only because they pervade the applications of random processes, but also because one can calculate explicitly many quantities of interest. This textbook, aimed at advanced undergraduate or MSc students with some background in basic probability theory, focuses on Markov chains and quickly develops a coherent and rigorous theory whilst showing also how actually to apply it. Both discrete-time and continuous-time chains are studied. A distinguishing feature is an introduction to more advanced topics such as martingales and potentials in the established context of Markov chains. There are applications to simulation, economics, optimal control, genetics, queues and many other topics, and exercises and examples drawn both from theory and practice. It will therefore be an ideal text either for elementary courses on random processes or those that are more oriented towards applications.