On spatial contagion and multivariate GARCH models

被引:10
|
作者
Jaworski, Piotr [1 ]
Pitera, Marcin [2 ]
机构
[1] Univ Warsaw, Inst Math, Warsaw, Poland
[2] Jagiellonian Univ, Fac Math & Comp Sci, Krakow, Poland
关键词
financial contagion; copula; threshold copula; conditional Spearman's correlation; Multivariate GARCH; CONDITIONAL CORRELATION; ARCHIMEDEAN COPULAS; DEPENDENCE;
D O I
10.1002/asmb.1977
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We propose a method for defining and measuring spatial contagion between two financial markets via conditional copulas. Some theoretical results on monotonicity and asymptotic properties of Gaussian copulas with respect to conditioning are presented. Next, we combine the spatial contagion approach with time series models. We investigate which model from a large family of multivariate GARCH is the best tool for modelling spatial contagion. In an empirical study, we show that among models designed for general fit, a two-step model fitting procedure reduces the ability to describe the contagion effect. This is a feature of copula-GARCH models. Copyright (c) 2013 John Wiley & Sons, Ltd.
引用
收藏
页码:303 / 327
页数:25
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