Detrended fluctuation analysis of multivariate time series

被引:43
作者
Xiong, Hui [1 ]
Shang, P. [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2017年 / 42卷
关键词
Multivariate; Multi-scale; Detrended fluctuation analysis; Financial time series; CROSS-CORRELATION ANALYSIS; SCALE EXPONENTS; HEART-RATE; PRESSURE; MARKETS;
D O I
10.1016/j.cnsns.2016.04.035
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this work, we generalize the detrended fluctuation analysis (DFA) to the multivariate case, named multivariate DFA (MVDFA). The validity of the proposed MVDFA is illustrated by numerical simulations on synthetic multivariate processes, where the cases that initial data are generated independently from the same system and from different systems as well as the correlated variate from one system are considered. Moreover, the proposed MVDFA works well when applied to the multi-scale analysis of the returns of stock indices in Chinese and US stock markets. Generally, connections between the multivariate system and the individual variate are uncovered, showing the solid performances of MVDFA and the multi-scale MVDFA. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:12 / 21
页数:10
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