Estimation of Hurst exponent revisited

被引:96
作者
Mielniczuk, J.
Wojdyllo, P.
机构
[1] Polish Acad Sci, Inst Comp Sci, PL-01237 Warsaw, Poland
[2] Warsaw Univ Technol, PL-00601 Warsaw, Poland
[3] Polish Acad Sci, Inst Math, PL-00950 Warsaw, Poland
关键词
detrended fluctuation analysis (DFA) estimator; Hurst exponent; long-range dependence; resealed adjusted range statistic (R/S); scaling property; wavelet estimator;
D O I
10.1016/j.csda.2006.07.033
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In order to estimate the Hurst exponent of long-range dependent time series numerous estimators such as based e.g. on rescaled range statistic (R/S) or detrended fluctuation analysis (DFA) are traditionally employed. Motivated by empirical behaviour of the bias of R/S estimator, its bias-corrected version is proposed. It has smaller mean squared error than DFA and behaves comparably to wavelet estimator for traces of size as large as 2(15) drawn from some commonly considered long-range dependent processes. It is also shown that several variants of R/S and DFA estimators are possible depending on the way they are defined and that they differ greatly in their performance. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:4510 / 4525
页数:16
相关论文
共 32 条
[1]   Adaptive local polynomial whittle estimation of long-range dependence [J].
Andrews, DWK ;
Sun, YX .
ECONOMETRICA, 2004, 72 (02) :569-614
[2]   EXPECTED VALUE OF ADJUSTED RESCALED HURST RANGE OF INDEPENDENT NORMAL SUMMANDS [J].
ANIS, AA ;
LLOYD, EH .
BIOMETRIKA, 1976, 63 (01) :111-116
[3]  
[Anonymous], 2003, Journal of Financial Econometrics, DOI DOI 10.1093/JJFINEC/NBG018
[4]   Gaussian semiparametric estimation in long memory in stochastic volatility and signal plus noise models [J].
Arteche, J .
JOURNAL OF ECONOMETRICS, 2004, 119 (01) :131-154
[5]  
Beran J., 1994, Statistics for long-memory processes
[6]  
DAVIES RB, 1987, BIOMETRIKA, V74, P95, DOI 10.1093/biomet/74.1.95
[7]  
Geweke J., 1983, J TIME SER ANAL, V4, P221, DOI [DOI 10.1111/J.1467-9892.1983.TB00371.X, 10.1111/j.1467-9892.1983.tb00371.x]
[8]   Rescaled variance and related tests for long memory in volatility and levels [J].
Giraitis, L ;
Kokoszka, P ;
Leipus, R ;
Teyssière, G .
JOURNAL OF ECONOMETRICS, 2003, 112 (02) :265-294
[9]  
HALL P, 2001, STAT INFERENCE STOCH, V3, P263
[10]  
Henry M., 1996, Athens Conference on Applied Probability and Time Series Analysis, P220