• DocumentCode
    1262902
  • Title

    On the Cramer-Rao bound for model-based spectral analysis

  • Author

    Sando, Simon ; Mitra, Amit ; Stoica, Petre

  • Author_Institution
    CiSSaIM, Queensland Univ. of Technol., Brisbane, Qld., Australia
  • Volume
    9
  • Issue
    2
  • fYear
    2002
  • Firstpage
    68
  • Lastpage
    71
  • Abstract
    We derive the Cramer-Rao bound for the parameters of a general time series model whose parameterization is dependent upon an unknown integer model order. To illustrate the usefulness of the theoretical results, the example of autoregressive spectral density estimation using Akaike (1974) order selection criterion is presented.
  • Keywords
    autoregressive processes; parameter estimation; spectral analysis; time series; Akaike order selection criterion; Cramer-Rao bound; autoregressive spectral density estimation; general time series model; integer model order; model-based spectral analysis; signal model; signal processing; Associate members; Australia; Autoregressive processes; Computational modeling; Control systems; Covariance matrix; Parameter estimation; Signal processing; Spectral analysis; Statistical analysis;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/97.991141
  • Filename
    991141