• DocumentCode
    852317
  • Title

    Learning by diffusion for multilayer perceptron

  • Author

    Hoptroff, R.G. ; Hall, Trevor J.

  • Author_Institution
    Dept. of Phys., King´s Coll. London., UK
  • Volume
    25
  • Issue
    8
  • fYear
    1989
  • fDate
    4/13/1989 12:00:00 AM
  • Firstpage
    531
  • Lastpage
    533
  • Abstract
    A method of nonlinear optimisation based on simulating diffusion processes is discussed and applied as a self-organisation or learning tool for the multilayer perceptron neutral network. Results indicate significant improvements over conventional learning methods. The new method can be easily implemented in existing hardware.
  • Keywords
    artificial intelligence; learning systems; neural nets; optimisation; pattern recognition; adaptive control; artificial intelligence; constraint satisfaction; diffusion processes simulation; learning tool; multilayer perceptron; neutral network; nonlinear optimisation; productive modelling; self-organisation;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el:19890364
  • Filename
    46149
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=852317