New Era for Robust Speech Recognition -

New Era for Robust Speech Recognition

Exploiting Deep Learning
Buch | Hardcover
XVII, 436 Seiten
2017 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-64679-4 (ISBN)
181,89 inkl. MwSt
lt;p>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.


Speech and Language Processing.- Automatic Speech Recognition (ASR).- Recent Applications.- Signal-Processing-Based Front-End for Robust ASR.- Generative Model-Based Speech Enhancement.- Denoising Autoencoder.- Discriminative Microphone Array Enhancement.- Learning Robust Feature Representation.- Training Data Augmentation.- Adaptation and Augmented Features.- Novel Model Topologies.- Novel Objective Criteria.- Benchmark Data, Tools, and Systems.

Erscheinungsdatum
Zusatzinfo XVII, 436 p. 76 illus., 26 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 842 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte Acoustic Model Adaptation • Artificial Intelligence • artificial intelligence (incl. robotics) • Automatic speech recognition (ASR) • Computer Science • Deep learning • Distant Speech • Imaging Systems & Technology • Imaging Systems & Technology • Language: history & general works • Language: history & general works • language translation and linguistics • Linguistics, general • Natural language & machine translation • Natural language & machine translation • Natural Language Processing (NLP) • neural networks (NNs) • Noise robustness • Robotics • Signal, Image and Speech Processing • Signal Processing • Speech processing • Speech Recognition
ISBN-10 3-319-64679-6 / 3319646796
ISBN-13 978-3-319-64679-4 / 9783319646794
Zustand Neuware
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