Hidden Semi-Markov models: theory, algorithms and applications 1st Edition

Hidden Semi-Markov models: theory, algorithms and applications 1st Edition – Ebook Instant Download/Delivery ISBN(s): 9780128027677,9780128027714,0128027673,0128027711

Product details:

• ISBN-10: 0128027711
• ISBN-13: 9780128027714
• Author: Yu, Shun-Zheng

Hidden Semi-Markov Models: Theory, Algorithms and Applications provides a unified and foundational approach to HSMMs, including various HSMMs (such as the explicit duration, variable transition, and residential time of HSMMs), inference and estimation algorithms, implementation methods and application instances. Learn new developments and state-of-the-art emerging topics as they relate to HSMMs, presented with examples drawn from medicine, engineering and computer science.

Table contents:

Chapter 1. Introduction

Chapter 2. General Hidden Semi-Markov Model

Chapter 3. Parameter Estimation of General HSMM

Chapter 4. Implementation of HSMM Algorithms

Chapter 5. Conventional HSMMs

Chapter 6. Various Duration Distributions

Chapter 7. Various Observation Distributions

Chapter 8. Variants of HSMMs

Chapter 9. Applications of HSMMs

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