Community Analysis of Global Financial Markets

被引:18
|
作者
Vodenska, Irena [1 ,2 ,3 ]
Becker, Alexander P. [1 ,2 ]
Zhou, Di [1 ,2 ]
Kenett, Dror Y. [1 ,2 ]
Stanley, H. Eugene [1 ,2 ]
Havlin, Shlomo [4 ]
机构
[1] Boston Univ, Ctr Polymer Studies, 590 Commonwealth Ave, Boston, MA 02215 USA
[2] Boston Univ, Dept Phys, 590 Commonwealth Ave, Boston, MA 02215 USA
[3] Boston Univ, Metropolitan Coll, Adm Sci Dept, 808 Commonwealth Ave, Boston, MA 02215 USA
[4] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
基金
以色列科学基金会;
关键词
community structure; complex networks; financial markets;
D O I
10.3390/risks4020013
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We analyze the daily returns of stock market indices and currencies of 56 countries over the period of 2002-2012. We build a network model consisting of two layers, one being the stock market indices and the other the foreign exchange markets. Synchronous and lagged correlations are used as measures of connectivity and causality among different parts of the global economic system for two different time intervals: non-crisis (2002-2006) and crisis (2007-2012) periods. We study community formations within the network to understand the influences and vulnerabilities of specific countries or groups of countries. We observe different behavior of the cross correlations and communities for crisis vs. non-crisis periods. For example, the overall correlation of stock markets increases during crisis while the overall correlation in the foreign exchange market and the correlation between stock and foreign exchange markets decrease, which leads to different community structures. We observe that the euro, while being central during the relatively calm period, loses its dominant role during crisis. Furthermore we discover that the troubled Eurozone countries, Portugal, Italy, Greece and Spain, form their own cluster during the crisis period.
引用
收藏
页数:15
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