• DocumentCode
    2821588
  • Title

    Determination of weights for Hopfield associative memory by error back propagation

  • Author

    Tan, Shaohua ; Hao, Jianbin ; Vandewalle, Joos

  • Author_Institution
    Dept. of Electr. Eng., Katholieke Univ., Leuven, Heverlee, Belgium
  • fYear
    1991
  • fDate
    11-14 Jun 1991
  • Firstpage
    2491
  • Abstract
    A systematic approach to designing discrete Hopfield associative memories is described. The underlying idea is to translate such a design problem into solving a set of linear inequalities. Along with the consideration of the consistency, this later problem is further formulated into determining the weights of a feedforward net, which can then be solved by applying the well-known error back-propagation method. The approach is illustrated by design examples
  • Keywords
    content-addressable storage; matrix algebra; neural nets; Hopfield associative memory; error back propagation; feedforward net; linear inequalities; weights determination; Algorithm design and analysis; Associative memory; Design methodology; Feedforward systems; H infinity control; Joining processes; Neurons; Stochastic processes; Transfer functions; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1991., IEEE International Sympoisum on
  • Print_ISBN
    0-7803-0050-5
  • Type

    conf

  • DOI
    10.1109/ISCAS.1991.176032
  • Filename
    176032