• DocumentCode
    299252
  • Title

    Fast learning by weight estimation in complex valued MLPs

  • Author

    Arena, P. ; Fortuna, L. ; Muscato, G. ; Xibilia, M.G.

  • Author_Institution
    Istituto di Elettrotecnica ed Elettronica, Catania Univ., Italy
  • Volume
    1
  • fYear
    1995
  • fDate
    30 Apr-3 May 1995
  • Firstpage
    505
  • Abstract
    In the paper a strategy in order to decrease the learning time without affecting the learning efficiency for a complex valued Multi Layer Perceptron (CMLP) is proposed. The methodology makes use of auxiliary devices that enable one to predict the connections trend of the principal neural network whose learning phase is not damaged since the auxiliary devices run concurrently with it. A numerical example is reported which shows the suitability of the proposed approach
  • Keywords
    learning (artificial intelligence); multilayer perceptrons; auxiliary devices; complex valued MLPs; connections; learning; multi layer perceptron; neural network; weight estimation; Artificial neural networks; Convergence; Function approximation; Linear systems; Multidimensional signal processing; Network topology; Neural networks; Neurons; Phase modulation; Steady-state;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1995. ISCAS '95., 1995 IEEE International Symposium on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    0-7803-2570-2
  • Type

    conf

  • DOI
    10.1109/ISCAS.1995.521561
  • Filename
    521561