基于动态偏斜COPULA模型的高维资产定价收益建模

Q2 Economics, Econometrics and Finance Buletin Ekonomi Moneter dan Perbankan Pub Date : 2019-04-30 DOI:10.21098/BEMP.V22I1.1044
Yuting Gong, Jufang Liang, Jie Zhu
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引用次数: 1

摘要

我们提出了一个动态倾斜联结模型,以非常灵活而简洁的方式来模拟资产收益的多元依赖。然后,我们将该模型应用于50只交易所交易基金。结果表明,与现有的联结函数相比,新联结函数具有更好的样本内和样本外性能。特别是,动态模型能够捕捉…金融危机期间日益增长的依赖模式。投资者在建立高维收益模型时,考虑动态依赖结构是至关重要的。
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MODELING HIGH DIMENSIONAL ASSET PRICING RETURNS USING A DYNAMIC SKEWED COPULA MODEL
We propose a dynamic skewed copula to model multivariate dependence in asset returns in a ‡flexible yet parsimonious way. We then apply the model to 50 exchange traded funds. The new copula is shown to have better in-sample and out-of-sample performance than existing copulas. In particular, the dynamic model is able to capture increasing dependence patterns during the …fixnancial crisis periods. It is crucial for investors to take dynamic dependence structure into account when modeling high dimensional returns.
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来源期刊
Buletin Ekonomi Moneter dan Perbankan
Buletin Ekonomi Moneter dan Perbankan Economics, Econometrics and Finance-Finance
CiteScore
2.20
自引率
0.00%
发文量
1
审稿时长
5 weeks
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