Optimization and Diversification of Cryptocurrency Portfolios: A Composite Copula-Based Approach

被引:6
|
作者
Tenkam, Herve M. [1 ]
Mba, Jules C. [2 ]
Mwambi, Sutene M. [2 ]
机构
[1] North West Univ, Dept Math & Appl Math, POB 209, ZA-2520 Potchefstroom, South Africa
[2] Univ Johannesburg, Sch Econ, POB 524, ZA-2006 Auckland Pk, South Africa
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 13期
关键词
multivariate t-copula; CVaR; differential evolution algorithm; K-means clustering; vine copula; cryptocurrency;
D O I
10.3390/app12136408
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper focuses on the selection and optimisation of a cryptoasset portfolio, using the K-means clustering algorithm and GARCH C-Vine copula model combined with the differential evolution algorithm. This integrated approach allows the construction of a diversified portfolio of eight cryptocurrencies and determines an optimal allocation strategy making it possible to minimize the conditional value-at-risk of the portfolio and maximise the return. Our results show that stablecoins such as True-USD are negatively correlated to the other cryptoassets in the portfolio and could therefore be a safe haven for crypto-investors during market turmoil. Our findings are in line with previous studies exhibiting stablecoins as potential diversifiers.
引用
收藏
页数:18
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