Cover image for Automatic Speech Recognition A Deep Learning Approach
Title:
Automatic Speech Recognition A Deep Learning Approach
Author:
Yu, Dong. author.
ISBN:
9781447157793
Edition:
1st ed. 2015.
Physical Description:
XXVI, 321 p. 62 illus. online resource.
Series:
Signals and Communication Technology,
Contents:
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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