• Title of article

    The effect of regularization on variance error

  • Author/Authors

    B.، Ninness, نويسنده , , H.، Hjalmarsson, نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2004
  • Pages
    6
  • From page
    1142
  • To page
    1147
  • Abstract
    This note addresses the problem of quantifying the effect of noise induced error(so called "variance error") in system estimates found via a regularised cost criterion. It builds on recent work by the authors in which expressions for nonregularised criterions are derived which are exact for finite model order. Those new expressions were established to be very different to previous quantifications that are widely used but based on asymptotic in model order arguments. A key purpose of this note is to expose a rapprochement between these new finite model order, and the pre-existing asymptotic model order quantifications. In so doing, a further new result is established. Namely, that variance error in the frequency domain is dependent on the choice of the point about which regularization is affected.
  • Keywords
    Power-aware
  • Journal title
    IEEE Transactions on Automatic Control
  • Serial Year
    2004
  • Journal title
    IEEE Transactions on Automatic Control
  • Record number

    97541