• DocumentCode
    1417456
  • Title

    On the number of spurious memories in the Hopfield model [neural network]

  • Author

    Bruck, Jehoshua ; Roychowdhury, Vwani P.

  • Author_Institution
    IBM Res. Div., San Jose, CA, USA
  • Volume
    36
  • Issue
    2
  • fYear
    1990
  • fDate
    3/1/1990 12:00:00 AM
  • Firstpage
    393
  • Lastpage
    397
  • Abstract
    The outer-product method for programming the Hopfield model is discussed. The method can result in many spurious stable states-exponential in the number of vectors that are to be stored-even in the case when the vectors are orthogonal
  • Keywords
    content-addressable storage; information theory; neural nets; Hopfield model; associative memory; neural network; orthogonal vectors; outer-product method; spurious memories; spurious stable states; Associative memory; Computer networks; Convergence; Discrete time systems; Hopfield neural networks; Intelligent networks; Neural networks; Neurons; Performance evaluation; Symmetric matrices;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/18.52486
  • Filename
    52486