Modeling dependence structure among European markets and among Asian-Pacific markets: a regime switching regular vine copula approach

被引:0
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作者
Henryk Gurgul
Artur Machno
机构
[1] AGH University of Science and Technology,Department of Applications of Mathematics in Economics, Faculty of Management
关键词
Regular vine; Copula; International market; Regime switching; Risk management; Expected shortfall; C52; G11; G15; G32;
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中图分类号
学科分类号
摘要
This paper investigates the structure of dependence among twelve European markets and among twelve Asian-Pacific markets. The dynamic of the dependence structure is described by a two-state regime switching model. The dependence structure during a bull phase is modelled by the Gaussian copula, while dependence during a bear phase is modelled by the regular vine copula. We analyze the regular vine structure in the second regime precisely. We perform a simplification procedure using a likelihood-ratio test and discuss the substitution of general regular vines by canonical vines or drawable vines. The analysis confirms the two-state nature of financial markets in addition to asymmetric and heavy-tailed dependences. Additionally, the European market has proven to be more strongly connected than the Asian-Pacific market, and European dependences are deeper in terms of conditional dependences. The results can be used by international investors by taking into account differences of both analyzed regions. Additionally, the analysis may help with the crisis prediction. The shift time to the market phase describing crisis times occurs significantly before the crisis itself.
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页码:763 / 786
页数:23
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