One-factor model for the cross-correlation matrix in the Vietnamese stock market

被引:8
|
作者
Quang Nguyen [1 ]
机构
[1] Vietnam Natl Univ Ho Chi Minh City, John von Neumann Inst, Ho Chi Minh City, Vietnam
关键词
Cross-correlation; Random matrix; Eigenvalue; FINANCIAL TIME-SERIES; STATISTICAL THEORY; COMPLEX SYSTEMS; ENERGY LEVELS; NOISE; DYNAMICS;
D O I
10.1016/j.physa.2012.10.048
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Random matrix theory (RMT) has been applied to the analysis of the cross-correlation matrix of a financial time series. The most important findings of previous studies using this method are that the eigenvalue spectrum largely follows that of random matrices but the largest eigenvalue is at least one order of magnitude higher than the maximum eigenvalue predicted by RMT. In this work, we investigate the cross-correlation matrix in the Vietnamese stock market using RMT and find similar results to those of studies realized in developed markets (US, Europe, Japan) [9-18] as well as in other emerging markets [20,21,19,22]. Importantly, we found that the largest eigenvalue could be approximated by the product of the average cross-correlation coefficient and the number of stocks studied. We demonstrate this dependence using a simple one-factor model. The model could be extended to describe other characteristics of the realistic data. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:2915 / 2923
页数:9
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