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Markov Models for Pattern Recognition

2014-01-14 Computers
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Release : 2014-01-14
Genre : Computers
Kind : eBook
Book Rating : 087/5 ( reviews)

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Book Synopsis Markov Models for Pattern Recognition by : Gernot A. Fink

Download or read book Markov Models for Pattern Recognition written by Gernot A. Fink. This book was released on 2014-01-14. Available in PDF, EPUB and Kindle. Book excerpt: This thoroughly revised and expanded new edition now includes a more detailed treatment of the EM algorithm, a description of an efficient approximate Viterbi-training procedure, a theoretical derivation of the perplexity measure and coverage of multi-pass decoding based on n-best search. Supporting the discussion of the theoretical foundations of Markov modeling, special emphasis is also placed on practical algorithmic solutions. Features: introduces the formal framework for Markov models; covers the robust handling of probability quantities; presents methods for the configuration of hidden Markov models for specific application areas; describes important methods for efficient processing of Markov models, and the adaptation of the models to different tasks; examines algorithms for searching within the complex solution spaces that result from the joint application of Markov chain and hidden Markov models; reviews key applications of Markov models.

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).

Markov Models for Pattern Recognition

2023 Markov processes
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Release : 2023
Genre : Markov processes
Kind : eBook
Book Rating : 940/5 ( reviews)

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Book Synopsis Markov Models for Pattern Recognition by : Gernot A. Fink

Download or read book Markov Models for Pattern Recognition written by Gernot A. Fink. This book was released on 2023. Available in PDF, EPUB and Kindle. Book excerpt:

Markov Models for Handwriting Recognition

2012-02-02 Computers
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Release : 2012-02-02
Genre : Computers
Kind : eBook
Book Rating : 880/5 ( reviews)

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Book Synopsis Markov Models for Handwriting Recognition by : Thomas Plötz

Download or read book Markov Models for Handwriting Recognition written by Thomas Plötz. This book was released on 2012-02-02. Available in PDF, EPUB and Kindle. Book excerpt: Since their first inception, automatic reading systems have evolved substantially, yet the recognition of handwriting remains an open research problem due to its substantial variation in appearance. With the introduction of Markovian models to the field, a promising modeling and recognition paradigm was established for automatic handwriting recognition. However, no standard procedures for building Markov model-based recognizers have yet been established. This text provides a comprehensive overview of the application of Markov models in the field of handwriting recognition, covering both hidden Markov models and Markov-chain or n-gram models. First, the text introduces the typical architecture of a Markov model-based handwriting recognition system, and familiarizes the reader with the essential theoretical concepts behind Markovian models. Then, the text reviews proposed solutions in the literature for open problems in applying Markov model-based approaches to automatic handwriting recognition.

Artificial Intelligence and Soft Computing

2013-06-04 Computers
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Release : 2013-06-04
Genre : Computers
Kind : eBook
Book Rating : 58X/5 ( reviews)

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Book Synopsis Artificial Intelligence and Soft Computing by : Leszek Rutkowski

Download or read book Artificial Intelligence and Soft Computing written by Leszek Rutkowski. This book was released on 2013-06-04. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNAI 7894 and LNCS 7895 constitutes the refereed proceedings of the 12th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2013, held in Zakopane, Poland in June 2013. The 112 revised full papers presented together with one invited paper were carefully reviewed and selected from 274 submissions. The 57 papers included in the first volume are organized in the following topical sections: neural networks and their applications; fuzzy systems and their applications; pattern classification; and computer vision, image and speech analysis.

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