Identification of clusters of companies in stock indices via Potts super-paramagnetic transitions

被引:71
作者
Kullmann, L
Kertész, J
Mantegna, RN
机构
[1] Tech Univ Budapest, Dept Theoret Phys, Inst Phys, H-1111 Budapest, Hungary
[2] Helsinki Univ Technol, Lab Computat Engn, FIN-02015 Helsinki, Finland
[3] Univ Palermo, Dipartimento Energet & Applicaz Fis, I-90128 Palermo, Italy
[4] Univ Palermo, Ist Nazl Fis Mat, Unita Palermo, I-90128 Palermo, Italy
来源
PHYSICA A | 2000年 / 287卷 / 3-4期
关键词
D O I
10.1016/S0378-4371(00)00380-0
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The clustering of companies within a specific stock market index is studied by means of super-paramagnetic transitions of an appropriate q-state Potts model where the spins correspond to companies and the interactions are functions of the correlation coefficients determined from the time dependence of the companies' individual stock prices. The method is a generalization of the clustering algorithm by Domany ct al. to the case of anti-ferromagnetic interactions corresponding to anti-correlations. For the Dow Jones industrial average where no anti-correlations were observed in the investigated time period, the previous results obtained by different tools were well reproduced. For the Standard & Poor's 500, where anti-correlations occur, repulsion between stocks modify the cluster structure. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:412 / 419
页数:8
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