Introduction to Hidden Semi-Markov Models

Introduction to Hidden Semi-Markov Models
Author :
Publisher : Cambridge University Press
Total Pages : 237
Release :
ISBN-10 : 9781108381987
ISBN-13 : 1108381987
Rating : 4/5 (987 Downloads)

Book Synopsis Introduction to Hidden Semi-Markov Models by : John van der Hoek

Download or read book Introduction to Hidden Semi-Markov Models written by John van der Hoek and published by Cambridge University Press. This book was released on 2018-02-08 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: Markov chains and hidden Markov chains have applications in many areas of engineering and genomics. This book provides a basic introduction to the subject by first developing the theory of Markov processes in an elementary discrete time, finite state framework suitable for senior undergraduates and graduates. The authors then introduce semi-Markov chains and hidden semi-Markov chains, before developing related estimation and filtering results. Genomics applications are modelled by discrete observations of these hidden semi-Markov chains. This book contains new results and previously unpublished material not available elsewhere. The approach is rigorous and focused on applications.


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