Title :
Speech prediction using recurrent neural networks
Author :
Varoglu, E. ; Hacioglu, K.
Author_Institution :
Dept. of Electr./Electron. Eng., Eastern Mediterranean Univ., Mersin, Turkey
fDate :
8/5/1999 12:00:00 AM
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;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19990921
