• DocumentCode
    1743018
  • Title

    Storage capacity of the exponential correlation associative memory

  • Author

    Wilson, Richard C. ; Hancock, Edwin R.

  • Author_Institution
    Dept. of Comput. Sci., York Univ., UK
  • Volume
    2
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    660
  • Abstract
    We analyze the pattern storage capacity of the exponential correlation associative memory (ECAM). We model the performance of the ECAM when presented with corrupted input patterns. Our model leads to an expression for the storage capacity of the ECAM both in terms of the length of the bit-patterns and the probability of bit-corruption in the original input patterns. These storage capacities agree closely with simulation. In addition, our results show that slightly superior performance can be obtained by selecting an optimal value of the exponential constant
  • Keywords
    content-addressable storage; pattern recognition; probability; bit-corruption; bit-patterns; corrupted input patterns; exponential correlation associative memory; pattern storage capacity; Associative memory; Bayesian methods; Capacity planning; Computer science; Convergence; Cultural differences; Hamming distance; Memory architecture; Pattern analysis; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2000. Proceedings. 15th International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-0750-6
  • Type

    conf

  • DOI
    10.1109/ICPR.2000.906161
  • Filename
    906161