Speech Recognition Algorithms Using Weighted Finite-State Transducers

Language: English

Published by Springer, Springer Jan 2012, 2012

3031014340 / 9783031014345

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This item is printed on demand - Print on Demand Titel. Neuware -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 PerspectiveSpringer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 164 pp. Englisch.…

Seller Inventory # 9783031014345

Title
Speech Recognition Algorithms Using Weighted Finite-State Transducers
Author
Takaaki Hori
Publisher
Springer, Springer Jan 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031014340
ISBN 13
9783031014345
Item weight
320 grams
Dimensions
235x191x10 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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