Hierarchical Neural Network Structures for Phoneme Recognition
In this book, hierarchical structures based on neural networks are investigated for automatic speech recognition. These structures are evaluated on the phoneme recognition task where a Hybrid Hidden Markov Model/Artificial Neural Network paradigm is used. The baseline hierarchical scheme consists o...
Gorde:
| Egile Nagusiak: | , , |
|---|---|
| Formatua: | Livre numérique |
| Hizkuntza: | Anglais |
| Argitaratua: |
Berlin, Heidelberg :
Springer Berlin Heidelberg
2013.
Cham : Springer Nature |
| Saila: | Signals and Communication Technology
|
| Sarrera elektronikoa: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| Oharra: |
Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Hierarchical Neural Network Structures for Phoneme Recognition, Texte imprimé, 9783642344244 • Hierarchical Neural Network Structures for Phoneme Recognition, Texte imprimé, 9783642344268 • Hierarchical Neural Network Structures for Phoneme Recognition, Texte imprimé, 9783642432101 |
| LEADER | 03293nam a22003617a 4500 | ||
|---|---|---|---|
| 001 | 950252 | ||
| 008 | 130325s2013 xx ||| |||| 00| 0 eng d | ||
| 009 | PPN168326906 | ||
| 020 | |a 9783642344251 | ||
| 041 | 0 | |a eng | |
| 082 | |a 621.382 | ||
| 100 | 1 | |a Vasquez, Daniel, |c chercheur en technologies de l'information. | |
| 245 | 1 | 0 | |a Hierarchical Neural Network Structures for Phoneme Recognition |c by Daniel Vasquez, Rainer Gruhn, Wolfgang Minker. |
| 260 | |a Berlin, Heidelberg : |b Springer Berlin Heidelberg. | ||
| 260 | |a Cham : |b Springer Nature, |c 2013. | ||
| 490 | 0 | |a Signals and Communication Technology |x 1860-4870 | |
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 505 | 0 | |a Background in Speech Recognition -- Phoneme Recognition Task -- Hierarchical Approach and Downsampling Schemes -- Extending the Hierarchical Scheme: Inter and Intra Phonetic Information -- Theoretical framework for phoneme recognition analysis. | |
| 506 | |a Accès en ligne pour les établissements français bénéficiaires des licences nationales | ||
| 506 | |a Accès soumis à abonnement pour tout autre établissement | ||
| 506 | |a Conditions particulières de réutilisation pour les bénéficiaires des licences nationales. chttps://www.licencesnationales.fr/springer-nature-ebooks-contrat-licence-ln-2017 | ||
| 520 | |a In this book, hierarchical structures based on neural networks are investigated for automatic speech recognition. These structures are evaluated on the phoneme recognition task where a Hybrid Hidden Markov Model/Artificial Neural Network paradigm is used. The baseline hierarchical scheme consists of two levels each which is based on a Multilayered Perceptron. Additionally, the output of the first level serves as a second level input. The computational speed of the phoneme recognizer can be substantially increased by removing redundant information still contained at the first level output. Several techniques based on temporal and phonetic criteria have been investigated to remove this redundant information. The computational time could be reduced by 57% whilst keeping the system accuracy comparable to the baseline hierarchical approach. | ||
| 700 | 1 | |a Gruhn, Rainer E., |d 19..- |4 aut | |
| 700 | 1 | |a Minker, Wolfgang, |d 1967- |4 aut | |
| 776 | 0 | |t Hierarchical Neural Network Structures for Phoneme Recognition |b Texte imprimé |z 9783642344244 | |
| 776 | 0 | |t Hierarchical Neural Network Structures for Phoneme Recognition |b Texte imprimé |z 9783642344268 | |
| 776 | 0 | |t Hierarchical Neural Network Structures for Phoneme Recognition |b Texte imprimé |z 9783642432101 | |
| 856 | 4 | |q PDF |u https://doi.org/10.1007/978-3-642-34425-1 |z Accès sur la plateforme de l'éditeur | |
| 856 | 4 | |u https://revue-sommaire.istex.fr/ark:/67375/8Q1-27976ZQK-Z |z Accès sur la plateforme Istex | |
| 856 | 4 | |5 452349901:748042482 |u https://ezproxy.univ-orleans.fr/login?url=https://dx.doi.org/10.1007/978-3-642-34425-1 |z Accès Université d'Orléans | |
| 856 | 4 | |5 180339901:751493619 |u https://ezproxy.insa-cvl.fr/login?qurl=https://dx.doi.org/10.1007/978-3-642-34425-1 |z Accès INSA CVL | |
| 997 | |0 950252 |1 Livre numérique |a Ressource numérique |b INSA |b ENSA |c 0/Bibliothèque numérique/ |c 1/Bibliothèque numérique/Autre ressource numérique/ | ||