• DocumentCode
    3494196
  • Title

    How irrelevant inputs affect MLP pattern based learning

  • Author

    Goerick, Christian

  • Author_Institution
    Inst. fur Neuroinf., Ruhr-Univ., Bochum, Germany
  • Volume
    2
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    856
  • Abstract
    We analyze the effect of irrelevant inputs on pattern based learning dynamics of multilayer perceptrons (MLPs). We propose a model for the evolution of weights linking these irrelevant inputs to hidden network nodes. The model is analyzed for a restricted case and the results are illustrated and discussed
  • Keywords
    multilayer perceptrons; hidden network nodes; irrelevant inputs; pattern based learning dynamics;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
  • Conference_Location
    Edinburgh
  • ISSN
    0537-9989
  • Print_ISBN
    0-85296-721-7
  • Type

    conf

  • DOI
    10.1049/cp:19991219
  • Filename
    818042
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3494196