Conference paper

KONTÁR Stanislav. Parallel training of neural networks for speech recognition. In: Proc. 12th International Conference on Soft Computing MENDEL'06. Brno: Brno University of Technology, 2006, p. 6. ISBN 80-214-3195-4.
Publication language:english
Original title:Parallel training of neural networks for speech recognition
Title (cs):Paralelní trénování neuronových sítí pro rozpoznávání řeči
Pages:6
Proceedings:Proc. 12th International Conference on Soft Computing MENDEL'06
Conference:13th International Mendel Conference on Soft Computing
Place:Brno, CZ
Year:2006
ISBN:80-214-3195-4
Publisher:Brno University of Technology
URL:http://www.fit.vutbr.cz/~cernocky/publi/2006/mendel_2006.pdf [PDF]
Keywords
Artificial neural networks, speech recognition, parallel training algorithms
Annotation
In speech recognition, forward multi-layer neural networks are used as classifiers for phoneme recognizers, for speech parameterization, in language models, and for language or speaker recognition. This paper discusses possibilities of training forward multi-layer neural networks using parallel algorithms. The need for parallel training of neural networks is caused by huge quantity of training data used in speech recognition. Synchronous and asynchronous variants of the training are discussed and experimental results are reported on a real speech processing task.
Abstract
In speech recognition, forward multi-layer neural networks are used as classifiers for phoneme recognizers, for speech parameterization, in language models, and for language or speaker recognition. This paper discusses possibilities of training forward multi-layer neural networks using parallel algorithms. The need for parallel training of neural networks is caused by huge quantity of training data used in speech recognition. Synchronous and asynchronous variants of the training are discussed and experimental results are reported on a real speech processing task.
BibTeX:
@INPROCEEDINGS{
   author = {Stanislav Kont{\'{a}}r},
   title = {Parallel training of neural networks for speech recognition},
   pages = {6},
   booktitle = {Proc. 12th International Conference on Soft Computing
	MENDEL'06},
   year = {2006},
   location = {Brno, CZ},
   publisher = {Brno University of Technology},
   ISBN = {80-214-3195-4},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=8180}
}

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