Automatic Speech Recognition A Deep Learning Approach
by
 
Yu, Dong. author.

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.

Subject Term
Signal processing.
 
Acoustical engineering.
 
Social sciences -- Data processing.
 
Signal, Speech and Image Processing.
 
Engineering Acoustics.
 
Computer Application in Social and Behavioral Sciences.

Added Author
Deng, Li.

Added Corporate Author
SpringerLink (Online service)

Electronic Access
https://doi.org/10.1007/978-1-4471-5779-3


LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book529152-1001ONLINEElektronik Kütüphane