Universal and nonuniversal properties of cross correlations in financial time series

被引:816
作者
Plerou, V [1 ]
Gopikrishnan, P
Rosenow, B
Amaral, LAN
Stanley, HE
机构
[1] Boston Univ, Ctr Polymer Studies, Boston, MA 02215 USA
[2] Boston Univ, Dept Phys, Boston, MA 02215 USA
[3] Boston Coll, Dept Phys, Chestnut Hill, MA 02167 USA
[4] Univ Cologne, Inst Theoret Phys, D-50937 Cologne, Germany
关键词
D O I
10.1103/PhysRevLett.83.1471
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We use methods of random matrix theory to analyze the cross-correlation matrix C of stock price changes of the largest 1000 U.S. companies for the 2-year period 1994-1995. We find that the statistics of most of the eigenvalues in the spectrum of C agree with the predictions of random matrix theory, but there are deviations for a few of the largest eigenvalues. We find that C has the universal properties of the Gaussian orthogonal ensemble of random matrices. Furthermore, we analyze the eigenvectors of C through their inverse participation ratio and find eigenvectors with large ratios at both edges of the eigenvalue spectrum-a situation reminiscent of localization theory results.
引用
收藏
页码:1471 / 1474
页数:4
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