Multidimensional minimal spanning tree: The Dow Jones case

被引:45
|
作者
Brida, Juan Gabriel [2 ]
Risso, Wiston Adrian [1 ]
机构
[1] Univ Siena, Dept Econ, I-53100 Siena, Italy
[2] Free Univ Bolzano, Sch Econ & Management, Bologna, Italy
关键词
symbolic time series analysis; financial asset returns; hierarchical tree;
D O I
10.1016/j.physa.2008.05.009
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper introduces a new methodology in order to construct Minimal Spanning Trees (MST) and Hierarchical Trees (HT) using the information provided by more than one variable. In fact, the Symbolic Time Series Analysis (STSA) approach is applied to the Dow Jones companies using information not only from asset returns but also for trading volume. The US stockmarket structure is obtained, showing eight clusters of companies and General Electric as a central node in the tree. We use different partitions showing that the results do not depend on the particular partition. In addition, we apply Monte Carlo simulations suggesting that the tree is not the result of random connections. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:5205 / 5210
页数:6
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