Automatic Speech Recognition: A Deep Learning Approach (Hardcover) (ISBN-13: 9781447157786)

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.

Author: Dong Yu, Li Deng
ISBN-10: 1447157788
ISBN-13: 9781447157786
Publisher: Springer
Language: English
Published: 11/28/2014
Pages: 321
Format: Hardcover
Weight: 1.46lbs
Size: 9.21h x 6.14w x 0.81d