DYNAMIC EVOLUTION OF FINANCIAL NETWORK AND ITS RELATION TO ECONOMIC CRISES

被引:26
作者
Gao, Ya-Chun [1 ,2 ]
Wei, Zong-Wen [2 ]
Wang, Bing-Hong [2 ]
机构
[1] Univ Sci & Technol China, Natl Synchrotron Radiat Lab, Hefei 230026, Anhui, Peoples R China
[2] Univ Sci & Technol China, Dept Modern Phys, Hefei 230026, Anhui, Peoples R China
来源
INTERNATIONAL JOURNAL OF MODERN PHYSICS C | 2013年 / 24卷 / 02期
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
Financial network; correlation matrix; evolutional dynamics; financial crashes; COMPLEX NETWORKS; INFORMATION;
D O I
10.1142/S0129183113500058
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The static topology properties of financial networks have been widely investigated since the work done by Mantegna, yet their dynamic evolution with time is little considered. In this paper, we comprehensively study the dynamic evolution of financial network by a sliding window technique. The vertices and edges of financial network are represented by the stocks from S&P500 components and correlations between pairs of daily returns of price fluctuation, respectively. Furthermore, the duration of stock price fluctuation, spanning from January 4, 1985 to September 14, 2009, makes us to carefully observe the relation between the dynamic topological properties and big financial crashes. The empirical results suggest that the financial network has the robust small-world property when the time evolves, and the topological structure drastically changes when the big financial crashes occur. This correspondence between the dynamic evolution of financial network and big financial crashes may provide a novel view to understand the origin of economic crisis.
引用
收藏
页数:10
相关论文
共 19 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]  
[Anonymous], 2007, Scale-Free Networks: Complex Webs in Nature and Technology
[3]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[5]   Statistical analysis of financial networks [J].
Boginski, V ;
Butenko, S ;
Pardalos, PM .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2005, 48 (02) :431-443
[6]   Topology of correlation-based minimal spanning trees in real and model markets [J].
Bonanno, G ;
Caldarelli, G ;
Lillo, F ;
Mantegna, RN .
PHYSICAL REVIEW E, 2003, 68 (04)
[7]   HIERARCHICAL ORGANIZATION AND DISASSORTATIVE MIXING OF CORRELATION-BASED WEIGHTED FINANCIAL NETWORKS [J].
Cai, Shi-Min ;
Zhou, Yan-Bo ;
Zhou, Tao ;
Zhou, Pei-Ling .
INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2010, 21 (03) :433-441
[8]   The structure and resilience of financial market networks [J].
Dal'Maso Peron, Thomas Kaue ;
Costa, Luciano da Fontoura ;
Rodrigues, Francisco A. .
CHAOS, 2012, 22 (01)
[9]  
Dorogovtsev S. N., 2003, EVOUTION NETWORK BIO
[10]   Community detection in graphs [J].
Fortunato, Santo .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2010, 486 (3-5) :75-174