An adaptive broadband estimator of the fractional differencing coefficient
نویسندگان
چکیده
We consider semiparametric fractional exponential (FEXP) estimators of the memory parameter 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 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. Applications to measure the Hurst coefficient of network traffic data will be presented at the time of the conference.
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تاریخ انتشار 2001