Conference paper

 
Veselý, K., Burget, L., Grézl, F.: Parallel Training of Neural Networks for Speech Recognition, In: Prof. Text, Speech and Dialogue 2010, Brno, CZ, Springer, 2010, p. 439-446, ISBN 978-3-642-15759-2, ISSN 0302-9743
Publication language:english
Original title:Parallel Training of Neural Networks for Speech Recognition
Title (cs):Paralelní trénování neuronových sítí pro rozpoznávání řeči
Pages:439-446
Proceedings:Prof. Text, Speech and Dialogue 2010
Conference:13th International Conference on Text, Speech and Dialogue, TSD 2010
Series:LNAI 6231
Place:Brno, CZ
Year:2010
ISBN:978-3-642-15759-2
Journal:Lecture Notes in Computer Science, Vol. 2010, No. 9, DE
ISSN:0302-9743
Publisher:Springer Verlag
URL:http://www.fit.vutbr.cz/research/groups/speech/publi/2010/vesely_tsd2010.pdf [PDF]
Keywords
neural network, phoneme classification, posterior features, backpropagation training, data parallelization
Annotation
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.
Abstract
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.
BibTeX:
@INPROCEEDINGS{
   author = {Karel Veselý and Lukáš Burget and František Grézl},
   title = {Parallel Training of Neural Networks for Speech Recognition},
   pages = {439--446},
   booktitle = {Prof. Text, Speech and Dialogue 2010},
   series = {LNAI 6231},
   journal = {Lecture Notes in Computer Science},
   volume = {2010},
   number = {9},
   year = {2010},
   location = {Brno, CZ},
   publisher = {Springer Verlag},
   ISBN = {978-3-642-15759-2},
   ISSN = {0302-9743},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9319}
}