• DocumentCode
    1842811
  • Title

    A new adaptive scheme for the backpropagation algorithm

  • Author

    Galván, José B.

  • Author_Institution
    Dipt. de Autom. y Computacion, Univ. Publica de Navarra, Spain
  • Volume
    3
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    1757
  • Abstract
    An adaptive algorithm to calculate the learning rate of the backpropagation algorithm is proposed. It is based on the estimation of the maximum value of that parameter that guarantees stability in each training cycle. This scheme is computationally efficient and it is shown to be faster and to avoid local minima easier than other previously proposed adaptive algorithms
  • Keywords
    backpropagation; neural nets; parameter estimation; adaptive algorithm; adaptive scheme; learning rate; training cycle; Adaptive algorithm; Backpropagation algorithms; Computer networks; Error correction; Graphics; Heuristic algorithms; Minimization methods; Neural networks; Robustness; Stability;
  • 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.1999.832643
  • Filename
    832643
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1842811