Automatic Speech Recognition : A Deep Learning Approach / / by Dong Yu, Li Deng
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| Autore: |
Yu Dong
|
| Titolo: |
Automatic Speech Recognition : A Deep Learning Approach / / by Dong Yu, Li Deng
|
| Pubblicazione: | London : , : Springer London : , : Imprint : Springer, , 2015 |
| Edizione: | 1st ed. 2015. |
| Descrizione fisica: | 1 online resource (329 p.) |
| Disciplina: | 006.454 |
| Soggetto topico: | Signal processing |
| Image processing | |
| Speech processing systems | |
| Acoustical engineering | |
| Application software | |
| Signal, Image and Speech Processing | |
| Engineering Acoustics | |
| Computer Appl. in Social and Behavioral Sciences | |
| Persona (resp. second.): | DengLi |
| Note generali: | Description based upon print version of record. |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | 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. |
| Sommario/riassunto: | This book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models. |
| Titolo autorizzato: | Automatic Speech Recognition |
| ISBN: | 1-4471-5779-6 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910299851603321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Signals and Communication Technology, . 1860-4862