• DocumentCode
    1621303
  • Title

    Error functions, error signals, and conjugate gradient back propagation

  • Author

    Lister, R. ; Stone, J.V.

  • Author_Institution
    Queensland Univ. of Technol., Brisbane, Qld., Australia
  • fYear
    1995
  • Firstpage
    76
  • Lastpage
    81
  • Abstract
    We propose a three class taxonomy of error functions, based on the limit behaviour of the error signal. We classify four established error functions: the quadratic, Fahlman´s Quickprop, entropy, and the exception error function. We introduce two new error functions, and benchmark all six on the N-2-N encoder. The two new functions found correct solutions faster and more reliably than the established functions
  • Keywords
    backpropagation; conjugate gradient methods; error analysis; multilayer perceptrons; Quickprop; conjugate gradient back propagation; entropy function; error functions; error signals; exception error function; limit behaviour; quadratic function;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Artificial Neural Networks, 1995., Fourth International Conference on
  • Conference_Location
    Cambridge
  • Print_ISBN
    0-85296-641-5
  • Type

    conf

  • DOI
    10.1049/cp:19950532
  • Filename
    497794