Collective behavior of stock price movements - a random matrix theory approach

被引:33
|
作者
Plerou, V [1 ]
Gopikrishnan, P
Rosenow, B
Amaral, LAN
Stanley, HE
机构
[1] Boston Univ, Dept Phys, Ctr Polymer Studies, Boston, MA 02215 USA
[2] Univ Cologne, Inst Theoret Phys, D-50937 Cologne, Germany
来源
PHYSICA A | 2001年 / 299卷 / 1-2期
关键词
random matrix theory; collective phenomena; financial time series;
D O I
10.1016/S0378-4371(01)00293-X
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We review recent work on quantifying collective behavior among stocks by applying the conceptual framework of random matrix theory (RMT), developed in physics to describe the energy levels of complex systems. RMT makes predictions for "universal" properties that do not depend on the interactions between the elements comprising the system; deviations from RMT provide clues regarding system-specific properties. We compare the statistics of the cross-correlation matrix C-whose elements C-ij are the correlation coefficients of price fluctuations of stock i and j-against a random matrix having the same symmetry properties. lt is found that RMT methods can distinguish random and non-random parts of C. The non-random part of C which deviates from RMT results, provides information regarding genuine collective behavior among stocks. (C) 2001 Published by Elsevier Science B.V.
引用
收藏
页码:175 / 180
页数:6
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