A spatial contagion measure for financial time series

被引:30
|
作者
Durante, Fabrizio [1 ]
Foscolo, Enrico [1 ]
Jaworski, Piotr [2 ]
Wang, Hao [3 ]
机构
[1] Free Univ Bozen Bolzano, Sch Econ & Management, Bolzano, Italy
[2] Univ Warsaw, Inst Math, Warsaw, Poland
[3] Univ Roma La Sapienza, Dept Methods & Models Econ Terr & Finance, I-00185 Rome, Italy
关键词
Contagion; Copula; Cluster analysis; Financial time series; Risk management; HIERARCHICAL STRUCTURE; DEPENDENCE; MARKETS; RISK;
D O I
10.1016/j.eswa.2013.12.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel spatial contagion measure is proposed that is based on the calculation of suitable conditional Spearman's correlations extracted from the financial time series of interest. Algorithms for the numerical estimation of this measure are illustrated, together with a simulation study showing its features in relations with popular families of copulas. Finally, two applications are presented about the use of spatial contagion measure for determining (asymmetric) linkages in the financial systems, and creating clusters of financial time series. In particular, contrarily to previous approaches in the literature, such clusters identify which time series increase their (positive) association when the market is under distress. The presented methodology is also expected to be useful to select a diversified portfolio of asset returns. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4023 / 4034
页数:12
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