Non-stationary multifractality in stock returns

被引:35
作者
Morales, Raffaello [1 ]
Di Matteo, T. [1 ]
Aste, Tomaso [2 ]
机构
[1] Kings Coll London, Dept Math, London WC2R 2LS, England
[2] UCL, Dept Comp Sci, London WC1E 6BT, England
关键词
Multifractality; Generalised Hurst exponent; Multifractal models; FINANCIAL TIME-SERIES; LONG-RANGE DEPENDENCE; HURST EXPONENT; ASSET RETURNS; EXCHANGE; MARKETS; MODEL; VOLATILITY; REGIME; COMPONENTS;
D O I
10.1016/j.physa.2013.08.037
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We perform an extensive empirical analysis of scaling properties of equity returns, suggesting that financial data show time varying multifractal properties. This is obtained by comparing empirical observations of the weighted generalised Hurst exponent (wGHE) with time series simulated via Multifractal Random Walk (MRW) by Bacry et al. [E. Bacry, J. Delour, J.-F. Muzy, Multifractal random walk, Physical Review E 64 (2) (2001) 026103]. While dynamical wGHE computed on synthetic MRW series is consistent with a scenario where multifractality is constant over time, fluctuations in the dynamical wGHE observed in empirical data are not in agreement with a MRW with constant intermittency parameter. We test these hypotheses of constant multifractality considering different specifications of MRW model with fatter tails: in all cases considered, although the thickness of the tails accounts for most of the anomalous fluctuations of multifractality, it still cannot fully explain the observed fluctuations. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:6470 / 6483
页数:14
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