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
  • [1] A Particle Swarm Optimization Copula-Based Approach with Application to Cryptocurrency Portfolio Optimisation
    Mba, Jules Clement
    Mai, Magdaline Mbong
    JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2022, 15 (07)
  • [2] A differential evolution copula-based approach for a multi-period cryptocurrency portfolio optimization
    Mba J.C.
    Pindza E.
    Koumba U.
    Financial Markets and Portfolio Management, 2018, 32 (4) : 399 - 418
  • [3] Does uncertainty predict cryptocurrency returns? A copula-based approach
    Koumba, Ur
    Mudzingiri, Calvin
    Mba, Jules
    MACROECONOMICS AND FINANCE IN EMERGING MARKET ECONOMIES, 2020, 13 (01) : 67 - 88
  • [4] Dynamic copula-based expectile portfolios
    Maziar Sahamkhadam
    Journal of Asset Management, 2021, 22 : 209 - 223
  • [5] Dynamic copula-based expectile portfolios
    Sahamkhadam, Maziar
    JOURNAL OF ASSET MANAGEMENT, 2021, 22 (03) : 209 - 223
  • [6] Copula-based trading of cointegrated cryptocurrency Pairs
    Tadi, Masood
    Witzany, Jiri
    FINANCIAL INNOVATION, 2025, 11 (01)
  • [7] The diversification benefits of cryptocurrency factor portfolios: Are they there?
    Han, Weihao
    Newton, David
    Platanakis, Emmanouil
    Wu, Haoran
    Xiao, Libo
    REVIEW OF QUANTITATIVE FINANCE AND ACCOUNTING, 2024, 63 (02) : 469 - 518
  • [8] A one-factor copula-based model for credit portfolios
    Kolman, Marek
    JOURNAL OF RISK, 2014, 17 (02): : 93 - 132
  • [9] COBra: Copula-Based Portfolio Optimization
    Paolella, Marc S.
    Polak, Pawe L.
    PREDICTIVE ECONOMETRICS AND BIG DATA, 2018, 753 : 36 - 77
  • [10] A copula-based approach for generating lattices
    Wang, Tianyang
    Dyer, James S.
    Hahn, Warren J.
    REVIEW OF DERIVATIVES RESEARCH, 2015, 18 (03) : 263 - 289