Robust automatic speech recognition a bridge to practical applications

Robust Automatic Speech Recognition: A Bridge to Practical Applications establishes a solid foundation for automatic speech recognition that is robust against acoustic environmental distortion. It provides a thorough overview of classical and modern noise-and reverberation robust techniques that hav...

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Hauptverfasser: Li, Jinyu (VerfasserIn), Deng, Li 1958- (VerfasserIn), Haeb-Umbach, Reinhold (VerfasserIn), Gong, Yifan (VerfasserIn)
Format: Elektronisch E-Book
Sprache:English
Veröffentlicht: Waltham, MA Academic Press, an imprint of Elsevier [2016]
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spelling Li, Jinyu VerfasserIn aut
Robust automatic speech recognition a bridge to practical applications Jinyu Li, Li Deng, Reinhold Haeb-Umbach, Yifang Gong
Waltham, MA Academic Press, an imprint of Elsevier [2016]
©2016
1 online resource
Text txt rdacontent
Computermedien c rdamedia
Online-Ressource cr rdacarrier
Includes bibliographical references and index. - Online resource; title from PDF title page (EBSCO, viewed November 5, 2015)
Robust Automatic Speech Recognition: A Bridge to Practical Applications establishes a solid foundation for automatic speech recognition that is robust against acoustic environmental distortion. It provides a thorough overview of classical and modern noise-and reverberation robust techniques that have been developed over the past thirty years, with an emphasis on practical methods that have been proven to be successful and which are likely to be further developed for future applications. The strengths and weaknesses of robustness-enhancing speech recognition techniques are carefully analyzed. The book covers noise-robust techniques designed for acoustic models which are based on both Gaussian mixture models and deep neural networks. In addition, a guide to selecting the best methods for practical applications is provided. The reader will: Gain a unified, deep and systematic understanding of the state-of-the-art technologies for robust speech recognitionLearn the links and relationship between alternative technologies for robust speech recognition Be able to use the technology analysis and categorization detailed in the book to guide future technology developmentBe able to develop new noise-robust methods in the current era of deep learning for acoustic modeling in speech recognition.
Automatic speech recognition
Speech processing systems
Reconnaissance automatique de la parole
Traitement automatique de la parole
COMPUTERS ; General
Deng, Li 1958- VerfasserIn aut
Haeb-Umbach, Reinhold VerfasserIn aut
Gong, Yifan VerfasserIn aut
TUM01 ZDB-30-ORH TUM_PDA_ORH https://learning.oreilly.com/library/view/-/9780128026168/?ar X:ORHE Aggregator lizenzpflichtig Volltext
spellingShingle Li, Jinyu
Deng, Li 1958-
Haeb-Umbach, Reinhold
Gong, Yifan
Robust automatic speech recognition a bridge to practical applications
Automatic speech recognition
Speech processing systems
Reconnaissance automatique de la parole
Traitement automatique de la parole
COMPUTERS ; General
title Robust automatic speech recognition a bridge to practical applications
title_auth Robust automatic speech recognition a bridge to practical applications
title_exact_search Robust automatic speech recognition a bridge to practical applications
title_full Robust automatic speech recognition a bridge to practical applications Jinyu Li, Li Deng, Reinhold Haeb-Umbach, Yifang Gong
title_fullStr Robust automatic speech recognition a bridge to practical applications Jinyu Li, Li Deng, Reinhold Haeb-Umbach, Yifang Gong
title_full_unstemmed Robust automatic speech recognition a bridge to practical applications Jinyu Li, Li Deng, Reinhold Haeb-Umbach, Yifang Gong
title_short Robust automatic speech recognition
title_sort robust automatic speech recognition a bridge to practical applications
title_sub a bridge to practical applications
topic Automatic speech recognition
Speech processing systems
Reconnaissance automatique de la parole
Traitement automatique de la parole
COMPUTERS ; General
topic_facet Automatic speech recognition
Speech processing systems
Reconnaissance automatique de la parole
Traitement automatique de la parole
COMPUTERS ; General
url https://learning.oreilly.com/library/view/-/9780128026168/?ar
work_keys_str_mv AT lijinyu robustautomaticspeechrecognitionabridgetopracticalapplications
AT dengli robustautomaticspeechrecognitionabridgetopracticalapplications
AT haebumbachreinhold robustautomaticspeechrecognitionabridgetopracticalapplications
AT gongyifan robustautomaticspeechrecognitionabridgetopracticalapplications