Statistical Properties of the Foreign Exchange Network at Different Time Scales: Evidence from Detrended Cross-Correlation Coefficient and Minimum Spanning Tree

被引:75
|
作者
Wang, Gang-Jin [1 ]
Xie, Chi [1 ,2 ]
Chen, Yi-Jun [1 ]
Chen, Shou [1 ,2 ]
机构
[1] Hunan Univ, Coll Business Adm, Changsha 410082, Hunan, Peoples R China
[2] Hunan Univ, Ctr Finance & Investment Management, Changsha 410082, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
econophysics; networks; detrended cross-correlation coefficient; minimumspanning tree; foreign exchange market; HIERARCHICAL STRUCTURE; STOCK-MARKET; ORGANIZATION; INFORMATION; EVOLUTION; TOPOLOGY; SERIES;
D O I
10.3390/e15051643
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We investigate the statistical properties of the foreign exchange (FX) network at different time scales by two approaches, namely the methods of detrended cross-correlation coefficient (DCCA coefficient) and minimum spanning tree (MST). The daily FX rates of 44 major currencies in the period of 20072012 are chosen as the empirical data. Based on the analysis of statistical properties of cross-correlation coefficients, we find that the cross-correlation coefficients of the FX market are fat-tailed. By examining three MSTs at three special time scales (i.e., the minimum, medium, and maximum scales), we come to some conclusions: USD and EUR are confirmed as the predominant world currencies; the Middle East cluster is very stable while the Asian cluster and the Latin America cluster are not stable in the MSTs; the Commonwealth cluster is also found in the MSTs. By studying four evaluation criteria, we find that the MSTs of the FX market present diverse topological and statistical properties at different time scales. The scale-free behavior is observed in the FX network at most of time scales. We also find that most of links in the FX network survive from one time scale to the next.
引用
收藏
页码:1643 / 1662
页数:20
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