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State and Network Structures of Stock Markets Around the Global Financial Crisis

机译:全球金融危机下股票市场的状态和网络结构

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We consider the effects of the 2008 global financial crisis on the global stock market before, during, and after the crisis. We generate complex networks from a cross-correlation matrix such as the threshold network (TN) and the minimal spanning tree (MST). In the threshold network, we assign a threshold value by using the mean and standard deviation of cross-correlation coefficients. When the threshold is equal to the mean of these coefficients, we observe a giant cluster composed of three economic zones in all three periods. We find that during the crisis, the countries in the Asian zone were weakly connected and those in the American zone were tightly linked to the countries in the European zone. At a large threshold, the three economic zones were fragmented. The European countries connected tightly, but the Asian countries bound weakly. The MST constructed from the distance matrix. In the MST, France remained a hub node in all three periods. The size of the MST shrank slightly during the crisis. We observe a scaling relation between the network distance of nodes from the central hub (France) and the geometrical distance. We observe the topological change of the financial network structure during the global financial crisis. The TN and MST are complementary roles to understand the connecting structure of financial complex networks. The TN reveals to observe the clustering effects and robustness of the cluster during the financial crisis. The MST shows the central hub and connecting node among the economic zones.
机译:我们考虑了2008年全球金融危机对危机之前,之中和之后全球股票市场的影响。我们从互相关矩阵(例如阈值网络(TN)和最小生成树(MST))生成复杂的网络。在阈值网络中,我们使用互相关系数的均值和标准偏差来分配阈值。当阈值等于这些系数的平均值时,我们观察到在所有三个时期中由三个经济区组成的巨型集群。我们发现,在危机期间,亚洲地区的国家之间的联系薄弱,而美洲地区的国家与欧洲地区的国家紧密相连。在很大的门槛下,三个经济区被分割了。欧洲国家联系紧密,但亚洲国家的联系薄弱。从距离矩阵构造的MST。在MST中,法国在这三个时期中始终是枢纽节点。在危机期间,MST的规模略有缩小。我们观察到距中心枢纽(法国)的节点的网络距离与几何距离之间的比例关系。我们观察到全球金融危机期间金融网络结构的拓扑变化。 TN和MST是补充角色,用于了解金融复杂网络的连接结构。 TN显示观察到了金融危机期间集群的集群效应和鲁棒性。 MST显示了经济区之间的中央枢纽和连接节点。

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