A two-sample test for comparison of long memory parameters

作者：Lavancier Frederic; Philippe Anne^*; Surgailis Donatas

来源：Journal of Multivariate Analysis, 2010, 101(9): 2118-2136.

DOI：10.1016/j.jmva.2010.04.003

• Long memory
• Two-sample test for comparison of memory parameters
• Long-run covariance
• Rescaled variance
• bandwidth choice

We construct a two-sample test for comparison of long memory parameters based on ratios of two rescaled variance (V/S) statistics studied in Giraitis et al. [L Giraitis, R. Leipus, A. Philippe, A test for stationarity versus trends and unit roots for a wide class of dependent errors, Econometric Theory 21 (2006) 989-1029]. The two samples have the same length and can be mutually independent or dependent. In the latter case, the test statistic is modified to make it asymptotically free of the long-run correlation coefficient between the samples. To diminish the sensitivity of the test on the choice of the bandwidth parameter, an adaptive formula for the bandwidth parameter is derived using the asymptotic expansion in Abadir et al. [K. Abadir, W. Distaso, L Giraitis, Two estimators of the long-run variance: beyond short memory, Journal of Econometrics 150 (2009) 56-70]. A simulation study shows that the above choice of bandwidth leads to a good size of our comparison test for most values of fractional and ARMA parameters of the simulated series.

• 出版日期2010-10