Speech prediction using recurrent neural networks

Citation
E. Varoglu et K. Hacioglu, Speech prediction using recurrent neural networks, ELECTR LETT, 35(16), 1999, pp. 1353-1355
Citations number
4
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
ELECTRONICS LETTERS
ISSN journal
00135194 → ACNP
Volume
35
Issue
16
Year of publication
1999
Pages
1353 - 1355
Database
ISI
SICI code
0013-5194(19990805)35:16<1353:SPURNN>2.0.ZU;2-L
Abstract
Complementary work to that carried out by Chu and Bose (1998) into speech s ignal prediction using feedforward neural networks is reported. Results of prediction performance and network efficiency using a recurrent neural netw ork (RNN) are presented and compared to those obtained using a multilayer p erceptron (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.