Speech Recognition Algorithms Using Weighted Finite-State Transducers (Paperback)

Idioma: inglés

Editorial: Springer International Publishing AG, Cham, 2012

3031014340 / 9783031014345

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Paperback. 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 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 Shipping may be from multiple locations in the US or from the UK, depending on stock availability.…

N° de ref. del artículo 9783031014345

Título
Speech Recognition Algorithms Using Weighted Finite-State Transducers (Paperback)
Autor
Takaaki Hori
Editorial
Springer International Publishing AG, Cham
Año de publicación
2012
Estado
new
Encuadernación
Paperback
Idioma
inglés
ISBN 10
3031014340
ISBN 13
9783031014345

Grand Eagle Retail

Bensenville, IL, Estados Unidos de America

Vendedor de 5 estrellas

Vendedor de IberLibro desde 12 de octubre de 2005

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