Quantitative features of multifractal subtleties in time series

被引:168
作者
Drozdz, S. [1 ,2 ]
Kwapien, J. [1 ]
Oswiecimka, P. [1 ]
Rak, R. [2 ]
机构
[1] Polish Acad Sci, Inst Nucl Phys, PL-31342 Krakow, Poland
[2] Univ Rzeszow, Fac Math & Nat Sci, PL-35310 Rzeszow, Poland
关键词
DETRENDED FLUCTUATION ANALYSIS; CENTRAL-LIMIT-THEOREM; MAGNETIC-FIELD; STOCK-MARKET; SINGULARITIES; VOLATILITY; TURBULENCE; WAVELETS; RETURNS; PLASMA;
D O I
10.1209/0295-5075/88/60003
中图分类号
O4 [物理学];
学科分类号
070305 [高分子化学与物理];
摘要
Based on the Multifractal Detrended Fluctuation Analysis (MFDFA) and on the Wavelet Transform Modulus Maxima (WTMM) methods we investigate the origin of multifractality in the time series. Series fluctuating according to a qGaussian distribution, both uncorrelated and correlated in time, are used. For the uncorrelated series at the border (q = 5/3) between the Gaussian and the Levy basins of attraction asymptotically we find a phase-like transition between monofractal and bifractal characteristics. This indicates that these may solely be the specific nonlinear temporal correlations that organize the series into a genuine multifractal hierarchy. For analyzing various features of multifractality due to such correlations, we use the model series generated from the binomial cascade as well as empirical series. Then, within the temporal ranges of well-developed power law correlations we find a fast convergence in all multifractal measures. Besides its practical significance this fact may reflect another manifestation of a conjectured q-generalized Central-Limit Theorem. Copyright (C) EPLA, 2009
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页数:6
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