Dynamics of market correlations:: Taxonomy and portfolio analysis -: art. no. 056110

被引:505
作者
Onnela, JP
Chakraborti, A
Kaski, K
Kertész, J
Kanto, A
机构
[1] Aalto Univ, Lab Computat Engn, FIN-02015 Helsinki, Finland
[2] Budapest Univ Technol & Econ, Dept Theoret Phys, H-1111 Budapest, Hungary
[3] Helsinki Sch Econ, Dept Quantitat Methods Econ & Management Sci, FIN-00101 Helsinki, Finland
来源
PHYSICAL REVIEW E | 2003年 / 68卷 / 05期
关键词
D O I
10.1103/PhysRevE.68.056110
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The time dependence of the recently introduced minimum spanning tree description of correlations between stocks, called the "asset tree" has been studied in order to reflect the financial market taxonomy. The nodes of the tree are identified with stocks and the distance between them is a unique function of the corresponding element of the correlation matrix. By using the concept of a central vertex, chosen as the most strongly connected node of the tree, an important characteristic is defined by the mean occupation layer. During crashes, due to the strong global correlation in the market, the tree shrinks topologically, and this is shown by a low value of the mean occupation layer . The tree seems to have a scale-free structure where the scaling exponent of the degree distribution is different for "business as usual" and "crash" periods. The basic structure of the tree topology is very robust with respect to time. We also point out that the diversification aspect of portfolio optimization results in the fact that the assets of the classic Markowitz portfolio are always located on the outer leaves of the tree. Technical aspects such as the window size dependence of the investigated quantities are also discussed.
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页数:12
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