• DocumentCode
    2953113
  • Title

    Application of median operation in robust estimation of AR model

  • Author

    Yin, Lin ; Astola, Jaakko ; Neuvo, Yrjö

  • Author_Institution
    Dept. of Electr. Eng., Tampere Univ. of Technol., Finland
  • fYear
    1990
  • fDate
    3-6 Apr 1990
  • Firstpage
    2579
  • Abstract
    A robust approach for estimation of an autoregressive model (with prespecified order) which avoids the data cleaning operation used in previous robust methods is presented. The algorithm is based on the Burg lattice structure, but reflection coefficients are estimated by selecting medians from the reflection coefficient sequences defined by the forward and backward prediction error residuals. It is shown that the algorithm can be derived under the weighted L1 norm error criterion. Simulation results demonstrate that the method is more robust than the L2 and L1 norm methods
  • Keywords
    filtering and prediction theory; parameter estimation; AR; Burg lattice structure; autoregressive model; lattice filter; median operation; parameter estimation; prediction error residuals; reflection coefficients; robust estimation; Cleaning; Econometrics; Geophysics; Lattices; Least squares approximation; Maximum likelihood estimation; Nonlinear filters; Parameter estimation; Reflection; Robustness; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
  • Conference_Location
    Albuquerque, NM
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.1990.116137
  • Filename
    116137