Parameter motivated mutual correlation analysis: Application to the study of currency exchange rates based on intermittency parameter and Hurst exponent

被引:21
作者
Cristescu, Constantin P. [1 ]
Stan, Cristina [1 ]
Scarlat, Eugen I. [1 ]
Minea, Teofil [1 ]
Cristescu, Cristina M. [1 ]
机构
[1] Univ Politehn Bucuresti, Dept Phys, RO-060042 Bucharest, Romania
关键词
Mutual correlation; Sliding window; Multifractal analysis; Exchange rate time series; MULTISCALING STATISTICAL PROCEDURES; CROSS-CORRELATIONS; UNIVERSAL MULTIFRACTALS; BIOPHYSICAL COUPLINGS; TURBULENCE; RAIN; CHARACTERIZE; ORGANIZATION; EXPLORATION; DYNAMICS;
D O I
10.1016/j.physa.2011.12.006
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We present a novel method for the parameter oriented analysis of mutual correlation between independent time series or between equivalent structures such as ordered data sets. The proposed method is based on the sliding window technique, defines a new type of correlation measure and can be applied to time series from all domains of science and technology, experimental or simulated. A specific parameter that can characterize the time series is computed for each window and a cross correlation analysis is carried out on the set of values obtained for the time series under investigation. We apply this method to the study of some currency daily exchange rates from the point of view of the Hurst exponent and the intermittency parameter. Interesting correlation relationships are revealed and a tentative crisis prediction is presented. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:2623 / 2635
页数:13
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