• 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