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Finite Markov Chains and Algorithmic Applications.
・ISBN 978-0-521-89001-4 paper GB£ 40.00
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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-0-511-61358-6
| 著者・編者 | Haeggstroem, Olle, |
|---|---|
| シリーズ | London Mathematical Society Student Texts |
| 出版社 | (Cambridge University Press, UK) |
| 出版年月 | 2002 |
| ページ数 | 126 pp. |
| 言語 | ENG |
| ニュース番号 | <M25-10933> |
解説
Based on a lecture course given at Chalmers University of Technology, this 2002 book is ideal for advanced undergraduate or beginning graduate students. The author first develops the necessary background in probability theory and Markov chains before applying it to study a range of randomized algorithms with important applications in optimization and other problems in computing. Amongst the algorithms covered are the Markov chain Monte Carlo method, simulated annealing, and the recent Propp-Wilson algorithm. This book will appeal not only to mathematicians, but also to students of statistics and computer science. The subject matter is introduced in a clear and concise fashion and the numerous exercises included will help students to deepen their understanding.