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
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 529152-1001 | ONLINE | | Elektronik Kütüphane |