• DocumentCode
    3336905
  • Title

    An adaptive broadband estimator of the fractional differencing coefficient

  • Author

    Hurvich, C. ; Moulines, Eric ; Soulier, Philippe

  • Author_Institution
    New York Univ., NY, USA
  • Volume
    6
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    3417
  • Abstract
    We consider semiparametric fractional exponential (FEXP) estimators of the memory parameter d for a potentially nonstationary linear long-memory time series with smooth additive trend. We use differencing to annihilate the trend, followed by tapering to handle the potential non-invertibility of the differenced series. We propose a method of pooling the tapered periodogram which leads to more efficient estimators of d than existing pooled, tapered estimators. We establish asymptotic normality of the estimator. Finally, we consider minimax rate-optimality and feasible nearly rate-optimal estimators. Some simulations are presented to illustrate our findings
  • Keywords
    adaptive estimation; minimax techniques; parameter estimation; statistical analysis; time series; FEXP estimators; adaptive broadband estimator; asymptotic normality; fractional differencing coefficient; linear long-memory time series; memory parameter estimators; minimax rate-optimality; nearly rate-optimal estimators; nonstationary time series; pooling; potential non-invertibility; semiparametric fractional exponential; simulations; smooth additive trend; tapered periodogram; tapering; Discrete Fourier transforms; Fourier transforms; Frequency domain analysis; Minimax techniques; Robustness; Telecommunication traffic; Time measurement; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
  • Conference_Location
    Salt Lake City, UT
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7041-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2001.940575
  • Filename
    940575