DocumentCode
1552990
Title
Speech prediction using recurrent neural networks
Author
Varoglu, E. ; Hacioglu, K.
Author_Institution
Dept. of Electr./Electron. Eng., Eastern Mediterranean Univ., Mersin, Turkey
Volume
35
Issue
16
fYear
1999
fDate
8/5/1999 12:00:00 AM
Firstpage
1353
Lastpage
1355
Abstract
Complementary work to that carried out by Chu and Bose (1998) into speech signal prediction using feedforward neural networks is reported. Results of prediction performance and network efficiency using a recurrent neural network (RNN) are presented and compared to those obtained using a multilayer perceptron (MLP) and a linear predictor. An RNN structure is described which has much better performance than that of an MLP at almost the same network efficiency
Keywords
feedforward neural nets; prediction theory; recurrent neural nets; speech processing; feedforward neural network; linear predictor; multilayer perceptron; nonlinear dynamical system; recurrent neural network; speech signal prediction;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el:19990921
Filename
790048
Link To Document