书目名称 | Semi-Markov Chains and Hidden Semi-Markov Models toward Applications |
副标题 | Their Use in Reliabi |
编辑 | Nikolaos Limnios,Vlad Stefan Barbu |
视频video | |
概述 | Explores the semi-Markov case.Combines the flexibility of the semi-Markov chain with the known advantages of HMMs.Includes supplementary material: |
丛书名称 | Lecture Notes in Statistics |
图书封面 |  |
描述 | .This book is concerned with the estimation of discrete-time semi-Markov and hidden semi-Markov processes. Semi-Markov processes are much more general and better adapted to applications than the Markov ones because sojourn times in any state can be arbitrarily distributed, as opposed to the geometrically distributed sojourn time in the Markov case. Another unique feature of the book is the use of discrete time, especially useful in some specific applications where the time scale is intrinsically discrete. The models presented in the book are specifically adapted to reliability studies and DNA analysis. ..The book is mainly intended for applied probabilists and statisticians interested in semi-Markov chains theory, reliability and DNA analysis, and for theoretical oriented reliability and bioinformatics engineers. It can also serve as a text for a six month research-oriented course at a Master or PhD level. The prerequisites are a background in probability theory and finite state space Markov chains...Vlad Stefan Barbu is associate professor in statistics at the University of Rouen, France, Laboratory of Mathematics ‘Raphaël Salem.’ His research focuses basically on stochastic proce |
出版日期 | Book 2008 |
关键词 | DNA analysis; EM algorithm; Markov chain; Markov model; Markov process; Probability theory; bioinformatics |
版次 | 1 |
doi | https://doi.org/10.1007/978-0-387-73173-5 |
isbn_softcover | 978-0-387-73171-1 |
isbn_ebook | 978-0-387-73173-5Series ISSN 0930-0325 Series E-ISSN 2197-7186 |
issn_series | 0930-0325 |
copyright | Springer-Verlag New York 2008 |