Hierarchical Neural Network Structures for Phoneme Recognition

Author:   Daniel Vasquez ,  Rainer Gruhn ,  Wolfgang Minker
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   2013 ed.
ISBN:  

9783642344244


Pages:   134
Publication Date:   18 October 2012
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Hierarchical Neural Network Structures for Phoneme Recognition


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Overview

In this book, hierarchical structures based on neural networks are investigated for automatic speech recognition. These structures are mainly evaluated within the phoneme recognition task under the Hybrid Hidden Markov Model/Artificial Neural Network (HMM/ANN) paradigm. The baseline hierarchical scheme consists of two levels each which is based on a Multilayered Perceptron (MLP). Additionally, the output of the first level is used as an input for the second level. This system can be substantially speeded up by removing the redundant information contained at the output of the first level.

Full Product Details

Author:   Daniel Vasquez ,  Rainer Gruhn ,  Wolfgang Minker
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   2013 ed.
Dimensions:   Width: 15.50cm , Height: 1.50cm , Length: 23.50cm
Weight:   3.554kg
ISBN:  

9783642344244


ISBN 10:   3642344240
Pages:   134
Publication Date:   18 October 2012
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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Reviews

From the reviews: This brief book comes packed with useful information about some novel techniques for the recognition of speech building blocks known as phonemes. ... it is brimming with useful and well-presented information. I recommend it for graduate students in the field, as well as for practicing professionals. (Vladimir Botchev, Computing Reviews, May, 2013)


From the reviews: This brief book comes packed with useful information about some novel techniques for the recognition of speech building blocks known as phonemes. ... it is brimming with useful and well-presented information. I recommend it for graduate students in the field, as well as for practicing professionals. (Vladimir Botchev, Computing Reviews, May, 2013)


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