Items related to Automatic Speech Recognition: A Deep Learning Approach

Automatic Speech Recognition: A Deep Learning Approach - Softcover

Yu, Dong; Deng, Li

  • 4.67 out of 5 stars
    6 ratings by Goodreads
 
9781447157809: Automatic Speech Recognition: A Deep Learning Approach
Softcover
ISBN 10: 144715780X ISBN 13: 9781447157809
Publisher: Springer, 2014

This specific ISBN edition is currently not available.

Synopsis

Section 1: Automatic speech recognition: Background.- Feature extraction: basic frontend.- Acoustic model: Gaussian mixture hidden Markov model.- Language model: stochastic N-gram.- Historical reviews of speech recognition research: 1st, 2nd, 3rd, 3.5th, and 4th generations.- Section 2: Advanced feature extraction and transformation.- Unsupervised feature extraction.- Discriminative feature transformation.- Section 3: Advanced acoustic modeling.- Conditional random field (CRF) and hidden conditional random field (HCRF).- Deep-Structured CRF.- Semi-Markov conditional random field.- Deep stacking models.- Deep neural network - hidden Markov hybrid model.- Section 4: Advanced language modeling.- Discriminative Language model.- Log-linear language model.- Neural network language model.

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Publisher
Springer
Publication date
2014
Language
English
ISBN 10 
144715780X
ISBN 13 
9781447157809
Binding
Paperback
Number of pages
348
Rating
  • 4.67 out of 5 stars
    6 ratings by Goodreads

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Other Popular Editions of the Same Title

9781447157786: Automatic Speech Recognition: A Deep Learning Approach (Signals and Communication Technology)

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ISBN 10:  1447157788 ISBN 13:  9781447157786
Publisher: Springer, 2014
Hardcover