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Speech Recognition Algorithms Using Weighted Finite-State Transducers (Synthesis Lectures on Speech and Audio Processing, 10) - Softcover

 
9781608454730: Speech Recognition Algorithms Using Weighted Finite-State Transducers (Synthesis Lectures on Speech and Audio Processing, 10)

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This book introduces the theory, algorithms, and implementation techniques for efficient decoding in speech recognition mainly focusing on the Weighted Finite-State Transducer (WFST) approach. The decoding process for speech recognition is viewed as a search problem whose goal is to find a sequence of words that best matches an input speech signal. Since this process becomes computationally more expensive as the system vocabulary size increases, research has long been devoted to reducing the computational cost. Recently, the WFST approach has become an important state-of-the-art speech recognition technology, because it offers improved decoding speed with fewer recognition errors compared with conventional methods. However, it is not easy to understand all the algorithms used in this framework, and they are still in a black box for many people. In this book, we review the WFST approach and aim to provide comprehensive interpretations of WFST operations and decoding algorithms to help anyone who wants to understand, develop, and study WFST-based speech recognizers. We also mention recent advances in this framework and its applications to spoken language processing. Table of Contents: Introduction / Brief Overview of Speech Recognition / Introduction to Weighted Finite-State Transducers / Speech Recognition by Weighted Finite-State Transducers / Dynamic Decoders with On-the-fly WFST Operations / Summary and Perspective

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  • PublisherMorgan & Claypool Publishers
  • Publication date2013
  • ISBN 10 1608454738
  • ISBN 13 9781608454730
  • BindingPaperback
  • LanguageEnglish
  • Edition number1
  • Number of pages162

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Hori, Takaaki
Published by Morgan & Claypool Publishers, 2013
ISBN 10: 1608454738 ISBN 13: 9781608454730
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Takaaki Hori; Atsushi Nakamura
Published by Morgan & Claypool, 2013
ISBN 10: 1608454738 ISBN 13: 9781608454730
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Hori, Takaaki, Nakamura, Atsushi
Published by Morgan & Claypool Publishers, 2013
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Hori, Takaaki|Nakamura, Atsushi
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. KlappentextrnrnThis book introduces the theory, algorithms, and implementation techniques for efficient decoding in speech recognition mainly focusing on the Weighted Finite-State Transducer (WFST) approach. The decoding process for speech recog. Seller Inventory # 464163513

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