• DocumentCode
    296018
  • Title

    Escape from the speed down areas on training of backpropagation algorithm by using a jumping method

  • Author

    Yamada, Kotaro ; Taguchi, Akira ; Iijima, Nobukazu ; Akima, Yoshinao ; Sone, Mototaka

  • Author_Institution
    Musashi Inst. of Technol., Tokyo, Japan
  • Volume
    5
  • fYear
    1995
  • fDate
    Nov/Dec 1995
  • Firstpage
    2803
  • Abstract
    The backpropagation algorithm (BP) is one of the most widely used training algorithms for supervised learning in multilayered neural networks (NNs). BP has widely been used in many fields. However, the state of the speed down area on training by BP can often be observed. It often takes a long time for training using BP. In this paper, the authors propose the jumping method that escapes from a speed down area in BP training by making the network coefficients remarkable large. As a result, training using the authors´ method escapes from the speed down area quickly
  • Keywords
    backpropagation; multilayer perceptrons; backpropagation algorithm; jumping method; multilayered neural networks; supervised learning; Bismuth; Equations; Multi-layer neural network; Neural networks; Quantization; Speech recognition; Supervised learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1995. Proceedings., IEEE International Conference on
  • Conference_Location
    Perth, WA
  • Print_ISBN
    0-7803-2768-3
  • Type

    conf

  • DOI
    10.1109/ICNN.1995.488176
  • Filename
    488176