• DocumentCode
    885167
  • Title

    Novel fast training algorithm for multilayer feedforward neural network

  • Author

    Park, D.-J. ; Jun, B.-E. ; Kim, Jung-Ho

  • Author_Institution
    Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Taejon, South Korea
  • Volume
    28
  • Issue
    6
  • fYear
    1992
  • fDate
    3/12/1992 12:00:00 AM
  • Firstpage
    543
  • Lastpage
    545
  • Abstract
    A new fast learning algorithm for a multilayer feedforward neural network is presented. The new algorithm, based on an innovative variable step size and gradient averaging, has excellent properties to overcome major drawbacks of the backpropagation algorithm and shows high convergence speed. The improved performance of new algorithm in comparison with other algorithms is verified via computer simulations.
  • Keywords
    convergence; learning systems; neural nets; backpropagation algorithm; computer simulations; convergence speed; fast learning algorithm; gradient averaging; multilayer feedforward neural network; variable step size;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el:19920343
  • Filename
    126489
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=885167