• DocumentCode
    395138
  • Title

    Effect of Hamming distance of patterns on storage capacity of Hopfield network

  • Author

    Manandhar, S.K. ; Sadananda, R.

  • Author_Institution
    Comput. Sci. & Inf. Manage. Program, Asian Inst. of Technol., Pathumthani, Thailand
  • Volume
    1
  • fYear
    2002
  • fDate
    18-22 Nov. 2002
  • Firstpage
    253
  • Abstract
    Although the Hopfield network can store and retrieve patterns, its storage capacity is limited. In this study we investigate the effect of Hamming distance of stored patterns on the success of their retrieval. The results show that by removing patterns having low Hamming distance with each other, the capacity of the network increases.
  • Keywords
    Hamming codes; Hopfield neural nets; content-addressable storage; Hamming distance; Hopfield network; associative memory; crosstalk; storage capacity; stored pattern retrieval; Associative memory; Computer science; Crosstalk; Hamming distance; Humans; Information management; Information retrieval; Neural networks; Pattern recognition; Road transportation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
  • Print_ISBN
    981-04-7524-1
  • Type

    conf

  • DOI
    10.1109/ICONIP.2002.1202172
  • Filename
    1202172
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=395138