Result Details
Parallel training of neural networks for speech recognition
VESELÝ, K. Parallel training of neural networks for speech recognition. Proceedings of the 16th Conference STUDENT EEICT 2010. Volume 3. Brno: Brno University of Technology, 2010. p. 74-76. ISBN: 978-80-214-4078-4.
Type
conference paper
Language
English
Authors
Veselý Karel, Ing., Ph.D., FIT (FIT), DCGM (FIT)
Abstract
The paper is on Parallel Training of Neural Networks for 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.
Keywords
neural network, phoneme classification, posterior features, backpropagation training, 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
74–76
Proceedings
Proceedings of the 16th Conference STUDENT EEICT 2010
Series
Volume 3
Conference
Student EEICT 2010
ISBN
978-80-214-4078-4
Publisher
Brno University of Technology
Place
Brno
BibTeX
@inproceedings{BUT35831,
author="Karel {Veselý}",
title="Parallel training of neural networks for speech recognition",
booktitle="Proceedings of the 16th Conference STUDENT EEICT 2010",
year="2010",
series="Volume 3",
pages="74--76",
publisher="Brno University of Technology",
address="Brno",
isbn="978-80-214-4078-4",
url="https://www.fit.vut.cz/research/publication/9331/"
}
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
Recognition and presentation of multimedia data, BUT, Vnitřní projekty VUT, FIT-S-10-2, 2010, start: 2010-04-01, 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
Recognition and presentation of multimedia data, BUT, Vnitřní projekty VUT, FIT-S-10-2, 2010, start: 2010-04-01, 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
Speech Data Mining Research Group BUT Speech@FIT (RG SPEECH)
Departments