• DocumentCode
    3616948
  • Title

    Adaptive regression estimation with multilayer feedforward neural networks

  • Author

    M. Kohler;A. Krzyzak

  • Author_Institution
    Fachbereich Math., Stuttgart Univ., Germany
  • fYear
    2004
  • fDate
    6/26/1905 12:00:00 AM
  • Firstpage
    467
  • Abstract
    We prove a general bound on the expected L/sub 2/ error of adaptive least squares estimates. By applying it to multilayer feedforward neural network regression function estimates we are able to obtain fast rates of convergence in special classes of regression functions such as additive functions.
  • Keywords
    "Multi-layer neural network","Neural networks","Feedforward neural networks","Least squares approximation","Neurons","Computer science","Computer errors","Convergence","Statistical distributions","Artificial neural networks"
  • Publisher
    ieee
  • Conference_Titel
    Information Theory, 2004. ISIT 2004. Proceedings. International Symposium on
  • Print_ISBN
    0-7803-8280-3
  • Type

    conf

  • DOI
    10.1109/ISIT.2004.1365504
  • Filename
    1365504
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3616948