• DocumentCode
    1816439
  • Title

    A BP variant with improved convergence and generalization

  • Author

    Aloni-Lavi, Ruthi ; Metzger, Yaakov ; Stein, Yaakov

  • Author_Institution
    Efrat Future Technology Ltd., Tel Aviv, Israel
  • Volume
    1
  • fYear
    1992
  • fDate
    7-11 Jun 1992
  • Firstpage
    932
  • Abstract
    A variant of backpropagation that trains faster, gets caught in local minima less frequently, generalizes better for a given amount of training, and is specifically adapted to pattern recognition problems is presented. These abilities are demonstrated by simulations of an archetypal classification task
  • Keywords
    backpropagation; feedforward neural nets; pattern recognition; backpropagation; classification task; convergence; generalization; local minima; pattern recognition; Application software; Computer architecture; Convergence; Cost function; Dynamic programming; Feedforward neural networks; Nearest neighbor searches; Neural networks; Neurons; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1992. IJCNN., International Joint Conference on
  • Conference_Location
    Baltimore, MD
  • Print_ISBN
    0-7803-0559-0
  • Type

    conf

  • DOI
    10.1109/IJCNN.1992.287067
  • Filename
    287067
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1816439