• DocumentCode
    301341
  • Title

    On the mapping capacity of feedforward neural networks

  • Author

    Wei, Gang ; Kwong, Sam ; Man, K.F.

  • Author_Institution
    Inst. of Radio Eng. & Control, South China Univ. of Technol., Guangzhou, China
  • Volume
    1
  • fYear
    1995
  • fDate
    22-25 Oct 1995
  • Firstpage
    468
  • Abstract
    This paper addresses the mapping capacity of feedforward neural networks (FFNNs). We propose a new condition of the activation function for FFNNs to be capable of approximating any continuous maps defined on ℜn. Based on the result, we construct several FFNN based nonlinear predictors for speech signals, and study their performances
  • Keywords
    approximation theory; feedforward neural nets; function approximation; prediction theory; speech processing; speech recognition; activation function; feedforward neural networks; mapping capacity; nonlinear predictors; speech signals; Application software; Computer science; Feedforward neural networks; Feeds; Input variables; Neural networks; Polynomials; Speech;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-2559-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1995.537804
  • Filename
    537804
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=301341