Robust Portfolio Selection Based on Copula Change Analysis

被引:4
|
作者
Han, Yingwei [1 ,2 ]
Li, Ping [3 ,4 ]
Li, Jie [3 ,4 ]
Wu, Sanmang [1 ,2 ]
机构
[1] China Univ Geosci, Sch Econ & Management, Beijing, Peoples R China
[2] Minist Land & Resources, Key Lab Carrying Capac Assessment Resource & Envi, Beijing, Peoples R China
[3] Beihang Univ, Sch Econ & Management, Beijing 100191, Peoples R China
[4] Beihang Univ, Minist Educ, Key Lab Complex Syst Anal Management & Decis, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Change point analysis; dynamic copula; robust portfolio selection; WCVaR;
D O I
10.1080/1540496X.2019.1567262
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this article, we construct a robust portfolio selection model based on dynamic copulas. We first use a type of dynamic copula, which contains copulas with time-varying parameters or sequence of copulas, to characterize the dynamic dependence between financial assets. Then, we use it for portfolio selection based on worst-case Conditional Value-at-Risk (WCVaR). In the empirical part we choose four representative assets from Chinese market to construct a macro asset allocation of portfolio and make the performance analysis. Results show that our method performs the best in out-of-sample tests when considering the dynamic dependence between assets and the uncertainty in the estimated model.
引用
收藏
页码:3635 / 3645
页数:11
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