• DocumentCode
    3429579
  • Title

    Automatic estimation of learning rate for LVQ networks

  • Author

    Muralidharan, V. ; Lui, Ho Chung

  • Author_Institution
    Inst. of Syst. Sci., Nat. Univ. of Singapore, Singapore
  • fYear
    1992
  • fDate
    16-20 Nov 1992
  • Firstpage
    533
  • Abstract
    Various learning vector quantization (LVQ) algorithms proposed before have made use of the learning coefficient α(t) for obtaining convergence of training. The authors present a new method that can be to estimate the learning rate at α(t) from the input and codebook vectors directly and independent of the past history of α(t). The results of experiments done with real speech data with the algorithm are also reported
  • Keywords
    neural nets; speech coding; speech recognition; vector quantisation; LVQ algorithms; LVQ networks; automatic estimation; codebook vectors; learning coefficient; learning rate; learning vector quantization; neural network; speech data; speech recognition; training convergence; Bayesian methods; Clustering algorithms; Convergence; History; Image processing; Pattern recognition; Probability density function; Process control; Speech processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Singapore ICCS/ISITA '92. 'Communications on the Move'
  • Print_ISBN
    0-7803-0803-4
  • Type

    conf

  • DOI
    10.1109/ICCS.1992.254894
  • Filename
    254894