New Era for Robust Speech Recognition

Exploiting Deep Learning

Editors: Watanabe, S., Delcroix, M., Metze, F., Hershey, J.R. (Eds.)

  • Field of automatic speech recognition has evolved greatly since the introduction of deep learning
  • Covers the state-of-the-art in noise robustness for deep neural-network-based speech recognition
  • Includes descriptions of benchmark tools and datasets widely used in the field
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eBook $119.00
price for Mexico (gross)
  • ISBN 978-3-319-64680-0
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.99
price for Mexico
  • ISBN 978-3-319-64679-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This book covers the state-of-the-art in deep neural-network-based methods for noise robustness in distant speech recognition applications. It provides insights and detailed descriptions of some of the new concepts and key technologies in the field, including novel architectures for speech enhancement, microphone arrays, robust features, acoustic model adaptation, training data augmentation, and training criteria. The contributed chapters also include descriptions of real-world applications, benchmark tools and datasets widely used in the field. 

This book is intended for researchers and practitioners working in the field of speech processing and recognition who are interested in the latest deep learning techniques for noise robustness. It will also be of interest to graduate students in electrical engineering or computer science, who will find it a useful guide to this field of research.


Table of contents (20 chapters)

  • Preliminaries

    Watanabe, Shinji (et al.)

    Pages 3-17

  • Multichannel Speech Enhancement Approaches to DNN-Based Far-Field Speech Recognition

    Delcroix, Marc (et al.)

    Pages 21-49

  • Multichannel Spatial Clustering Using Model-Based Source Separation

    Mandel, Michael I. (et al.)

    Pages 51-77

  • Discriminative Beamforming with Phase-Aware Neural Networks for Speech Enhancement and Recognition

    Xiao, Xiong (et al.)

    Pages 79-104

  • Raw Multichannel Processing Using Deep Neural Networks

    Sainath, Tara N. (et al.)

    Pages 105-133

Buy this book

eBook $119.00
price for Mexico (gross)
  • ISBN 978-3-319-64680-0
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $159.99
price for Mexico
  • ISBN 978-3-319-64679-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
New Era for Robust Speech Recognition
Book Subtitle
Exploiting Deep Learning
Editors
  • Shinji Watanabe
  • Marc Delcroix
  • Florian Metze
  • John R. Hershey
Copyright
2017
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing AG
eBook ISBN
978-3-319-64680-0
DOI
10.1007/978-3-319-64680-0
Hardcover ISBN
978-3-319-64679-4
Edition Number
1
Number of Pages
XVII, 436
Number of Illustrations
50 b/w illustrations, 26 illustrations in colour
Topics