Detail výsledku

Parallel training of neural networks for speech recognition

KONTÁR, S. Parallel training of neural networks for speech recognition. Proc. 12th International Conference on Soft Computing MENDEL'06. Brno: Brno University of Technology, 2006. p. 6037-6042. ISBN: 80-214-3195-4.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Kontár Stanislav, Ing.
Abstrakt

In speech recognition, forward multi-layer neural networks are used as classifiers for phoneme recognizers, for speechparameterization, in language models, and for language or speaker recognition. This paper discusses possibilities oftraining forward multi-layer neural networks using parallel algorithms. The need for parallel training of neuralnetworks is caused by huge quantity of training data used in speech recognition. Synchronous and asynchronousvariants of the training are discussed and experimental results are reported on a real speech processing task.

Klíčová slova

Artificial neural networks, speech recognition, parallel training algorithms

URL
Rok
2006
Strany
6037–6042
Sborník
Proc. 12th International Conference on Soft Computing MENDEL'06
Konference
MENDEL 2007 - 13th International Conference on Soft Computing
ISBN
80-214-3195-4
Vydavatel
Brno University of Technology
Místo
Brno
BibTeX 
@inproceedings{BUT22372,
  author="Stanislav {Kontár}",
  title="Parallel training of neural networks for speech recognition",
  booktitle="Proc. 12th International Conference on Soft Computing MENDEL'06",
  year="2006",
  pages="6037--6042",
  publisher="Brno University of Technology",
  address="Brno",
  isbn="80-214-3195-4",
  url="http://www.fit.vutbr.cz/~cernocky/publi/2006/mendel_2006.pdf"
}
Projekty
Nové směry ve výzkumu a využití hlasových technologií, GAČR, Standardní projekty, GA102/05/0278, zahájení: 2005-01-01, ukončení: 2007-12-31, ukončen
Posílená skupinová interakce, EU, Sixth Framework programme, 506811-AMI, zahájení: 2004-01-01, ukončení: 2006-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina dolování dat z řeči BUT Speech@FIT (VZ SPEECH)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru