Similarity measure and topology evolution of foreign exchange markets using dynamic time warping method: Evidence from minimal spanning tree

被引:79
|
作者
Wang, Gang-Jin [1 ]
Xie, Chi [1 ,2 ]
Han, Feng [1 ]
Sun, Bo [1 ,3 ]
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
[3] UNC Charlotte, Dept Math & Stat, Charlotte, NC 28223 USA
关键词
Econophysics; Dynamic time warping; Similarity measure; Minimal spanning tree; Foreign exchange markets; US sub-prime crisis; HIERARCHICAL STRUCTURE; CROSS-CORRELATIONS; NETWORKS;
D O I
10.1016/j.physa.2012.03.036
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this study, we employ a dynamic time warping method to study the topology of similarity networks among 35 major currencies in international foreign exchange (FX) markets, measured by the minimal spanning tree (MST) approach, which is expected to overcome the synchronous restriction of the Pearson correlation coefficient. In the empirical process, firstly, we subdivide the analysis period from June 2005 to May 2011 into three sub-periods: before, during, and after the US sub-prime crisis. Secondly, we choose NZD (New Zealand dollar) as the numeraire and then, analyze the topology evolution of FX markets in terms of the structure changes of MSTs during the above periods. We also present the hierarchical tree associated with the MST to study the currency clusters in each sub-period. Our results confirm that USD and EUR are the predominant world currencies. But USD gradually loses the most central position while EUR acts as a stable center in the MST passing through the crisis. Furthermore, an interesting finding is that, after the crisis, SGD (Singapore dollar) becomes a new center currency for the network. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:4136 / 4146
页数:11
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