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文章基本信息

  • 标题:On permutation symmetries of hopfield model neural network
  • 本地全文:下载
  • 作者:Jiyang Dong ; Shenchu Xu ; Zhenxiang Chen
  • 期刊名称:Discrete Dynamics in Nature and Society
  • 印刷版ISSN:1026-0226
  • 电子版ISSN:1607-887X
  • 出版年度:2001
  • 卷号:6
  • 期号:2
  • 页码:129-136
  • DOI:10.1155/S1026022601000139
  • 出版社:Hindawi Publishing Corporation
  • 摘要:

    Discrete Hopfield neural network (DHNN) is studied by performing permutation operations on the synaptic weight matrix. The storable patterns set stored with Hebbian learning algorithm in a network without losing memories is studied, and a condition which makes sure all the patterns of the storable patterns set have a same basin size of attraction is proposed. Then, the permutation symmetries of the network are studied associating with the stored patterns set. A construction of the storable patterns set satisfying that condition is achieved by consideration of their invariance under a point group.

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