• DocumentCode
    3003779
  • Title

    A mixed stochastic optimization algorithm and its applications in pattern recognition

  • Author

    Devroye, L.P.

  • Author_Institution
    Osaka University, Japan
  • fYear
    1973
  • fDate
    5-7 Dec. 1973
  • Firstpage
    356
  • Lastpage
    360
  • Abstract
    The problem of the minimization of a functional of several parameters is treated. It is supposed that the gradient of the functional is known but the stochastic approximation method cannot be applied since its convergence is not guaranteed due to the form of the functional. A mixed random search-stochastic approximation method insuring this convergence is developed. Several applications in the field of pattern recognition are highlighted.
  • Keywords
    Approximation algorithms; Approximation methods; Automata; Automatic control; Convergence; Feature extraction; Minimization methods; Pattern recognition; Space stations; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control including the 12th Symposium on Adaptive Processes, 1973 IEEE Conference on
  • Conference_Location
    San Diego, CA, USA
  • Type

    conf

  • DOI
    10.1109/CDC.1973.269190
  • Filename
    4045103