• DocumentCode
    1807650
  • Title

    Capacity of second-ordered bidirectional associative memory in the presence of noise bits

  • Author

    Kawabata, Yutaka ; Daido, Yoshimasa ; Hattori, Shimmi

  • Author_Institution
    Fac. of Eng., Kanazawa Inst. of Technol., Ishikawa, Japan
  • Volume
    2
  • fYear
    1999
  • fDate
    36342
  • Firstpage
    781
  • Abstract
    This paper describes error probability of the second-ordered BAM in the presence of noise bits in initial input. A calculation method is proposed to estimate the error probability at the second iteration to retrieve a library pair. Theoretical estimation suggests that the BAM with a larger number of neurons are more robust for the noise bits: the error probability of 10-6 is obtained for the BAM with 500 neurons in a layer even the initial input has 90 noise bits (15% of numbers of neurons). Dependence of number of library pairs on number of neuron is estimated for the various error probabilities by assuming 15% noise bits. If the error rate of 10-6 is permitted, capacity of the BAM can be increase by about 40%
  • Keywords
    content-addressable storage; error statistics; neural nets; probability; bidirectional associative memory; error probability; neural nets; neurons; noise bits; second-ordered BAM; Associative memory; Computer simulation; Error analysis; Error probability; Estimation theory; Libraries; Magnesium compounds; Neurons; Noise robustness; Pattern recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1999. IJCNN '99. International Joint Conference on
  • Conference_Location
    Washington, DC
  • ISSN
    1098-7576
  • Print_ISBN
    0-7803-5529-6
  • Type

    conf

  • DOI
    10.1109/IJCNN.1999.831048
  • Filename
    831048