• DocumentCode
    880069
  • Title

    Generalization in probabilistic RAM nets

  • Author

    Clarkson, T.G. ; Guan, Y. ; Taylor, J.G. ; Gorse, D.

  • Author_Institution
    King´´s Coll., London, UK
  • Volume
    4
  • Issue
    2
  • fYear
    1993
  • fDate
    3/1/1993 12:00:00 AM
  • Firstpage
    360
  • Lastpage
    363
  • Abstract
    The probabilistic RAM (pRAM) is a hardware-realizable neural device which is stochastic in operation and highly nonlinear. Even small nets of pRAMs offer high levels of functionality. The means by which a pRAM network generalizes when trained in noise is shown and the results of this behavior are described
  • Keywords
    learning (artificial intelligence); neural nets; functionality; neural nets; pRAM; probabilistic RAM nets; Computer science; Hardware; Intelligent networks; Mathematics; Neurons; Noise generators; Phase change random access memory; Read-write memory; Stochastic resonance; Very large scale integration;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.207603
  • Filename
    207603