Semi Markov Chains And Hidden Semi Markov Models Toward Applications PDF Download
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Author | : Vlad Stefan Barbu |
Publisher | : Springer Science & Business Media |
Total Pages | : 233 |
Release | : 2009-01-07 |
Genre | : Mathematics |
ISBN | : 0387731733 |
Download Semi-Markov Chains and Hidden Semi-Markov Models toward Applications Book in PDF, ePub and Kindle
Here is a work that adds much to the sum of our knowledge in a key area of science today. It is concerned with the estimation of discrete-time semi-Markov and hidden semi-Markov processes. A 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.
Author | : John Van der Hoek |
Publisher | : Cambridge University Press |
Total Pages | : 185 |
Release | : 2018 |
Genre | : Hidden Markov models |
ISBN | : 1108421601 |
Download Introduction to Hidden Semi-Markov Models Book in PDF, ePub and Kindle
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 This book contains new results and previously unpublished material not available elsewhere.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
Author | : Jan Bulla |
Publisher | : |
Total Pages | : 146 |
Release | : 2006 |
Genre | : |
ISBN | : |
Download Application of Hidden Markov and Hidden Semi-Markov Models to Financial Time Series/ Vorgelegt Von Jan Bulla Book in PDF, ePub and Kindle
Author | : John van der Hoek |
Publisher | : Cambridge University Press |
Total Pages | : 237 |
Release | : 2018-02-08 |
Genre | : Mathematics |
ISBN | : 1108381987 |
Download Introduction to Hidden Semi-Markov Models Book in PDF, ePub and Kindle
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.
Author | : Shun-Zheng Yu |
Publisher | : Morgan Kaufmann |
Total Pages | : 209 |
Release | : 2015-10-22 |
Genre | : Mathematics |
ISBN | : 0128027711 |
Download Hidden Semi-Markov Models Book in PDF, ePub and Kindle
Hidden semi-Markov models (HSMMs) are among the most important models in the area of artificial intelligence / machine learning. Since the first HSMM was introduced in 1980 for machine recognition of speech, three other HSMMs have been proposed, with various definitions of duration and observation distributions. Those models have different expressions, algorithms, computational complexities, and applicable areas, without explicitly interchangeable forms. 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. Discusses the latest developments and emerging topics in the field of HSMMs Includes a description of applications in various areas including, Human Activity Recognition, Handwriting Recognition, Network Traffic Characterization and Anomaly Detection, and Functional MRI Brain Mapping. Shows how to master the basic techniques needed for using HSMMs and how to apply them.
Author | : Robert J Elliott |
Publisher | : Springer Science & Business Media |
Total Pages | : 374 |
Release | : 2008-09-27 |
Genre | : Science |
ISBN | : 0387848541 |
Download Hidden Markov Models Book in PDF, ePub and Kindle
As more applications are found, interest in Hidden Markov Models continues to grow. Following comments and feedback from colleagues, students and other working with Hidden Markov Models the corrected 3rd printing of this volume contains clarifications, improvements and some new material, including results on smoothing for linear Gaussian dynamics. In Chapter 2 the derivation of the basic filters related to the Markov chain are each presented explicitly, rather than as special cases of one general filter. Furthermore, equations for smoothed estimates are given. The dynamics for the Kalman filter are derived as special cases of the authors’ general results and new expressions for a Kalman smoother are given. The Chapters on the control of Hidden Markov Chains are expanded and clarified. The revised Chapter 4 includes state estimation for discrete time Markov processes and Chapter 12 has a new section on robust control.
Author | : Krishna B. Misra |
Publisher | : Springer Science & Business Media |
Total Pages | : 1331 |
Release | : 2008-08-24 |
Genre | : Technology & Engineering |
ISBN | : 1848001312 |
Download Handbook of Performability Engineering Book in PDF, ePub and Kindle
Dependability and cost effectiveness are primarily seen as instruments for conducting international trade in the free market environment. These factors cannot be considered in isolation of each other. This handbook considers all aspects of performability engineering. The book provides a holistic view of the entire life cycle of activities of the product, along with the associated cost of environmental preservation at each stage, while maximizing the performance.
Author | : Ilia Vonta |
Publisher | : CRC Press |
Total Pages | : 200 |
Release | : 2018-10-03 |
Genre | : Business & Economics |
ISBN | : 135113034X |
Download Reliability Engineering Book in PDF, ePub and Kindle
Reliability theory is a multidisciplinary science aimed at developing complex systems that are resistant to failures. Reliability engineering has emerged as a main field not only for scientists and researchers, but also for engineers and industrial managers. This book covers the recent developments in reliability engineering. It presents new theoretical issues that were not previously published, as well as the solutions of practical problems and case studies illustrating the applications methodology. This book is written by a number of leading scientists, analysts, mathematicians, statisticians, and engineers who have been working on the front end of reliability science and engineering. Reliability Engineering: Theory and Applications covers the recent developments in reliability engineering. It presents new theoretical issues that were not previously presented in the literature, as well as the solutions of important practical problems and case studies illustrating the applications methodology. Features Covers applications to reliability engineering practice Discusses current advances and developments Introduces current achievements in the field Considers and analyses case studies along with real world examples Presents numerous examples to illustrate the theoretical results
Author | : Kondo H. Adjallah |
Publisher | : Springer |
Total Pages | : 425 |
Release | : 2019-06-21 |
Genre | : Technology & Engineering |
ISBN | : 3030136973 |
Download Data-Driven Modeling for Sustainable Engineering Book in PDF, ePub and Kindle
This book gathers the proceedings of the 1st International Conference on Engineering, Applied Sciences and System Modeling (ICEASSM), a four-day event (18th–21st April 2017) held in Accra, Ghana. It focuses on research work promoting a better understanding of engineering problems through applied sciences and modeling, and on solutions generated in an African setting but with relevance to the world as a whole. The book provides a holistic overview of challenges facing Africa, and addresses various areas from research and development perspectives. Presenting contributions by scientists, engineers and experts hailing from a host of international institutions, the book offers original approaches and technological solutions to help solve real-world problems through research and knowledge sharing. Further, it explores promising opportunities for collaborative research on issues of scientific, economic and social development, making it of interest to researchers, scientists and practitioners looking to conduct research in disciplines such as water supply, control, civil engineering, statistical modeling, renewable energy and sustainable urban development.
Author | : |
Publisher | : |
Total Pages | : 294 |
Release | : 2021-12-09 |
Genre | : Mathematics |
ISBN | : 9783036523989 |
Download Markov and Semi-markov Chains, Processes, Systems and Emerging Related Fields Book in PDF, ePub and Kindle