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
相关论文
共 50 条
  • [21] Flood routing via a copula-based approach
    Nazeri Tahroudi, Mohammad
    Ramezani, Yousef
    De Michele, Carlo
    Mirabbasi, Rasoul
    HYDROLOGY RESEARCH, 2021, 52 (06): : 1294 - 1308
  • [22] Oil rents, diversification and growth: Is there asymmetric dependence? A copula-based inquiry
    Abdalla Alfaki I.M.
    El Anshasy A.A.
    Resources Policy, 2022, 75
  • [23] Utilization of the Copula-Based Composite Likelihood Approach to Improve Design Precipitation Estimates Accuracy
    Wei, Ting
    Song, Songbai
    WATER RESOURCES MANAGEMENT, 2019, 33 (15) : 5089 - 5106
  • [24] Copula-based composite likelihood approach for frequency analysis of short annual precipitation records
    Wei, Ting
    Song, Songbai
    HYDROLOGY RESEARCH, 2018, 49 (05): : 1498 - 1512
  • [25] Utilization of the Copula-Based Composite Likelihood Approach to Improve Design Precipitation Estimates Accuracy
    Ting Wei
    Songbai Song
    Water Resources Management, 2019, 33 : 5089 - 5106
  • [26] Vine copula-based EDA for dynamic multiobjective optimization
    Cheriet, Abdelhakim
    EVOLUTIONARY INTELLIGENCE, 2022, 15 (01) : 455 - 479
  • [27] Copula-based Black-Litterman portfolio optimization
    Sahamkhadam, Maziar
    Stephan, Andreas
    Ostermark, Ralf
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2022, 297 (03) : 1055 - 1070
  • [28] Portfolio optimization for inventory financing: Copula-based approaches
    Zhi, Bangdong
    Wang, Xiaojun
    Xu, Fangming
    COMPUTERS & OPERATIONS RESEARCH, 2021, 136
  • [29] Quantile and expectile copula-based hidden Markov regression models for the analysis of the cryptocurrency market
    Foroni, Beatrice
    Merlo, Luca
    Petrella, Lea
    STATISTICAL MODELLING, 2024,
  • [30] Vine copula-based EDA for dynamic multiobjective optimization
    Abdelhakim Cheriet
    Evolutionary Intelligence, 2022, 15 : 455 - 479