Result Details

Parallel Training of Neural Networks for Speech Recognition

VESELÝ, K.; BURGET, L.; GRÉZL, F. Parallel Training of Neural Networks for Speech Recognition. Prof. Text, Speech and Dialogue 2010. Lecture Notes in Computer Science. LNAI 6231. Brno: Springer Verlag, 2010. no. 9, p. 439-446. ISBN: 978-3-642-15759-2. ISSN: 0302-9743.
Type
conference paper
Language
English
Authors
Abstract

The paper is on Parallel Training of Neural Networks for Speech Recognition. A new parallel-training tool TNet was designed andoptimized for multiprocessor computers. The training acceleration rates are reportedon a phoneme-state classification task.

Keywords

neural network, phoneme classification, posterior features, backpropagationtraining, data parallelization

URL
Annotation

The feed-forward multi-layer neural networks have significant importance in speech recognition. A new parallel-training tool TNet was designed and optimized for multiprocessor computers. The training acceleration rates are reported on a phoneme-state classification task.

Published
2010
Pages
439–446
Journal
Lecture Notes in Computer Science, vol. 2010, no. 9, ISSN 0302-9743
Proceedings
Prof. Text, Speech and Dialogue 2010
Series
LNAI 6231
Conference
13th International Conference on Text, Speech and Dialogue, TSD 2010
ISBN
978-3-642-15759-2
Publisher
Springer Verlag
Place
Brno
BibTeX
@inproceedings{BUT35731,
  author="Karel {Veselý} and Lukáš {Burget} and František {Grézl}",
  title="Parallel Training of Neural Networks for Speech Recognition",
  booktitle="Prof. Text, Speech and Dialogue 2010",
  year="2010",
  series="LNAI 6231",
  journal="Lecture Notes in Computer Science",
  volume="2010",
  number="9",
  pages="439--446",
  publisher="Springer Verlag",
  address="Brno",
  isbn="978-3-642-15759-2",
  issn="0302-9743",
  url="http://www.fit.vutbr.cz/research/groups/speech/publi/2010/vesely_tsd2010.pdf"
}
Projects
Overcoming the language barrier complicating investigation into financing terrorism and serious financial crimes, MV, Program bezpečnostního výzkumu, VD20072010B16, start: 2007-08-01, end: 2010-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Speech Recognition under Real-World Conditions, GACR, Standardní projekty, GA102/08/0707, start: 2008-01-01, end: 2011-12-31, completed
Research groups
Departments
Back to top