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Markov Models for Pattern Recognition: From Theory to Applications (in English)
Gernot A. Fink
(Author)
·
Springer
· Hardcover
Markov Models for Pattern Recognition: From Theory to Applications (in English) - Fink, Gernot A.
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Synopsis "Markov Models for Pattern Recognition: From Theory to Applications (in English)"
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.
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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Hardcover.
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