Detail publikačního výsledku

Parallel training of neural networks for speech recognition

KONTÁR, S.

Originální název

Parallel training of neural networks for speech recognition

Anglický název

Parallel training of neural networks for speech recognition

Druh

Stať ve sborníku mimo WoS a Scopus

Originální 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.

Anglický 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

Klíčová slova v angličtině

Artificial neural networks, speech recognition, parallel training algorithms

Autoři

KONTÁR, S.

Vydáno

26.09.2006

Nakladatel

Brno University of Technology

Místo

Brno

ISBN

80-214-3195-4

Kniha

Proc. 12th International Conference on Soft Computing MENDEL'06

Strany od

6037

Strany do

6042

Strany počet

6

URL

http://www.fit.vutbr.cz/~cernocky/publi/2006/mendel_2006.pdf

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"
}