• DocumentCode
    833833
  • Title

    Inconsistency of the AIC rule for estimating the order of autoregressive models

  • Author

    Kashyap, R.L.

  • Author_Institution
    Purdue University, West Lafayette, IN, USA
  • Volume
    25
  • Issue
    5
  • fYear
    1980
  • fDate
    10/1/1980 12:00:00 AM
  • Firstpage
    996
  • Lastpage
    998
  • Abstract
    We demonstrate the inconsistency of the Akaike information criterion (AIC) rule and its variants for estimating the unknown order of the autoregressive model obeyed by a time series. We also consider the case of time series which tony not obey AR models.
  • Keywords
    Autoregressive processes; Decision procedures; System identification; Constraint optimization; Filtering; Maximum likelihood detection; Noise measurement; Nonlinear filters; State estimation; Stochastic systems; Technological innovation; Time measurement; Time varying systems;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.1980.1102471
  • Filename
    1102471