• DocumentCode
    1198486
  • Title

    Canonical piecewise-linear approximations

  • Author

    Lin, Ji-Nan ; Unbehauen, Rolf

  • Author_Institution
    Lehrstuhl fur Allgemeine und Theor. Elektrotech., Erlangen-Nurnberg Univ., Germany
  • Volume
    39
  • Issue
    8
  • fYear
    1992
  • fDate
    8/1/1992 12:00:00 AM
  • Firstpage
    697
  • Lastpage
    699
  • Abstract
    The canonical representation of piecewise-linear functions is considered as a universal approximation scheme of multivariate functions. Meanwhile, two universal approximation schemes in terms of combinations of univariate canonical piecewise-linear functions are proposed. The discussion supports the application of these schemes in mapping networks, e.g. neural networks or adaptive nonlinear filters
  • Keywords
    adaptive filters; neural nets; nonlinear network analysis; piecewise-linear techniques; adaptive nonlinear filters; canonical representation; mapping networks; multivariate functions; neural networks; piecewise-linear functions; universal approximation scheme; Adaptive filters; Adaptive systems; Circuit analysis; Ear; Intelligent networks; Lattices; Neural networks; Nonlinear circuits; Piecewise linear techniques; Spline;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems I: Fundamental Theory and Applications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7122
  • Type

    jour

  • DOI
    10.1109/81.168933
  • Filename
    168933