• DocumentCode
    274196
  • Title

    Diffusion learning for the multilayer perceptron

  • Author

    Hoptroff, R.G. ; Hal, T.J.

  • Author_Institution
    King´´s Coll., London, UK
  • fYear
    1989
  • fDate
    16-18 Oct 1989
  • Firstpage
    390
  • Lastpage
    394
  • Abstract
    A method of nonconvex optimisation based on simulating diffusion processes is discussed and applied to learning in the multilayer perceptron. It is compared with simulated annealing and back propagation of error as an optimisation learning tool. Results indicate significant improvement on these traditional learning methods. The method may be easily implemented in existing hardware
  • Keywords
    diffusion; learning systems; neural nets; optimisation; diffusion learning; error back-propagation; multilayer perceptron; nonconvex optimisation; optimisation learning tool; simulated diffusion;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Artificial Neural Networks, 1989., First IEE International Conference on (Conf. Publ. No. 313)
  • Conference_Location
    London
  • Type

    conf

  • Filename
    52000