Markov decision processes with their applications
著者
書誌事項
Markov decision processes with their applications
(Advances in mechanics and mathematics / edited by David Y. Gao and Ray W. Ogden, v. 14)
Springer, c2008
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
Put together by two top researchers in the Far East, this text examines Markov Decision Processes - also called stochastic dynamic programming - and their applications in the optimal control of discrete event systems, optimal replacement, and optimal allocations in sequential online auctions. This dynamic new book offers fresh applications of MDPs in areas such as the control of discrete event systems and the optimal allocations in sequential online auctions.
目次
Discretetimemarkovdecisionprocesses: Total Reward.- Discretetimemarkovdecisionprocesses: Average Criterion.- Continuous Time Markov Decision Processes.- Semi-Markov Decision Processes.- Markovdecisionprocessesinsemi-Markov Environments.- Optimal control of discrete event systems: I.- Optimal control of discrete event systems: II.- Optimal replacement under stochastic Environments.- Optimalal location in sequential online Auctions.
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