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Hidden Markov Models and Applications

2022-05-19 Technology & Engineering
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Release : 2022-05-19
Genre : Technology & Engineering
Kind : eBook
Book Rating : 423/5 ( reviews)

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Book Synopsis Hidden Markov Models and Applications by : Nizar Bouguila

Download or read book Hidden Markov Models and Applications written by Nizar Bouguila. This book was released on 2022-05-19. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on recent advances, approaches, theories, and applications related Hidden Markov Models (HMMs). In particular, the book presents recent inference frameworks and applications that consider HMMs. The authors discuss challenging problems that exist when considering HMMs for a specific task or application, such as estimation or selection, etc. The goal of this volume is to summarize the recent advances and modern approaches related to these problems. The book also reports advances on classic but difficult problems in HMMs such as inference and feature selection and describes real-world applications of HMMs from several domains. The book pertains to researchers and graduate students, who will gain a clear view of recent developments related to HMMs and their applications.

Hidden Markov Models in Finance

2007-04-26 Business & Economics
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Release : 2007-04-26
Genre : Business & Economics
Kind : eBook
Book Rating : 635/5 ( reviews)

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Book Synopsis Hidden Markov Models in Finance by : Rogemar S. Mamon

Download or read book Hidden Markov Models in Finance written by Rogemar S. Mamon. This book was released on 2007-04-26. Available in PDF, EPUB and Kindle. Book excerpt: A number of methodologies have been employed to provide decision making solutions globalized markets. Hidden Markov Models in Finance offers the first systematic application of these methods to specialized financial problems: option pricing, credit risk modeling, volatility estimation and more. The book provides tools for sorting through turbulence, volatility, emotion, chaotic events – the random "noise" of financial markets – to analyze core components.

Semi-Markov Chains and Hidden Semi-Markov Models toward Applications

2009-01-07 Mathematics
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Release : 2009-01-07
Genre : Mathematics
Kind : eBook
Book Rating : 733/5 ( reviews)

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Book Synopsis Semi-Markov Chains and Hidden Semi-Markov Models toward Applications by : Vlad Stefan Barbu

Download or read book Semi-Markov Chains and Hidden Semi-Markov Models toward Applications written by Vlad Stefan Barbu. This book was released on 2009-01-07. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Hidden Markov Models: Applications In Computer Vision

2001-06-04 Computers
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Release : 2001-06-04
Genre : Computers
Kind : eBook
Book Rating : 470/5 ( reviews)

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Book Synopsis Hidden Markov Models: Applications In Computer Vision by : Horst Bunke

Download or read book Hidden Markov Models: Applications In Computer Vision written by Horst Bunke. This book was released on 2001-06-04. Available in PDF, EPUB and Kindle. Book excerpt: Hidden Markov models (HMMs) originally emerged in the domain of speech recognition. In recent years, they have attracted growing interest in the area of computer vision as well. This book is a collection of articles on new developments in the theory of HMMs and their application in computer vision. It addresses topics such as handwriting recognition, shape recognition, face and gesture recognition, tracking, and image database retrieval.This book is also published as a special issue of the International Journal of Pattern Recognition and Artificial Intelligence (February 2001).

Hidden Markov Models

2008-09-27 Science
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Release : 2008-09-27
Genre : Science
Kind : eBook
Book Rating : 541/5 ( reviews)

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Book Synopsis Hidden Markov Models by : Robert J Elliott

Download or read book Hidden Markov Models written by Robert J Elliott. This book was released on 2008-09-27. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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