Liquidity-adjusted value-at-risk optimization of a multi-asset portfolio using a vine copula approach

被引:20
|
作者
Al Janabi, Mazin A. M. [1 ]
Ferrer, Roman [2 ]
Shahzad, Syed Jawad Hussain [3 ,4 ]
机构
[1] Tecnol Monterrey, EGADE Business Sch, Santa Fe Campus, Mexico City, DF, Mexico
[2] Univ Valencia, Dept Actuarial & Financial Econ, Valencia, Spain
[3] Ton Duc Thong Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
[4] Ton Duc Thang Univ, Fac Finance & Banking, Ho Chi Minh City, Vietnam
关键词
Portfolio optimization; Multivariate dependence; Stock markets; Gold; Bitcoin; SHORT-SALES; CONSTRUCTION; ALGORITHMS; SELECTION; VARIANCE;
D O I
10.1016/j.physa.2019.122579
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper develops a novel approach to assess liquidity-adjusted Value-at-Risk (LVaR) optimization of multi-asset portfolios based on vine copulas and LVaR models. This framework is applied to stock markets of the G-7 countries, gold, commodities and Bitcoin. The results show that our approach is superior to the classical mean-variance Markowitz portfolio technique in terms of the optimal portfolio selection under a number of realistic operational and budget constraints. We find that both Bitcoin and gold improves the risk-return performance of the G-7 stock portfolio. However, Bitcoin (gold) performs better under a scenario of only long-positions (when short-selling is allowed). (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:17
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