Automatic Speech Recognition: A Deep Learning Approach

by Yu, Dong
ISBN: 9781447157786
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Overview

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.
  • Format: Hardcover
  • Author: Yu, Dong
  • ISBN: 9781447157786
  • Condition: Used
  • Dimensions: 9.21 x 0.81
  • Number Of Pages: 321
  • Publication Year: 2014