The diversification benefits of cryptocurrency factor portfolios: Are they there?

被引:1
|
作者
Han, Weihao [1 ]
Newton, David [2 ]
Platanakis, Emmanouil [2 ]
Wu, Haoran [2 ]
Xiao, Libo [1 ]
机构
[1] Univ Aberdeen, Business Sch, Edward Wright Bldg, Aberdeen AB24 3QY, Scotland
[2] Univ Bath, Sch Management, Bath BA2 7AY, England
关键词
Cryptocurrency factors; Portfolio optimisation; Diversification benefits; Machine learning; G11; G17; NAIVE DIVERSIFICATION; MEAN-VARIANCE; SELECTION; RISK; RETURNS; PREMIUM; BITCOIN; PERFORMANCE; ALLOCATION; REITS;
D O I
10.1007/s11156-024-01260-w
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We investigate the out-of-sample diversification benefits of cryptocurrencies from a generalised perspective, a cryptocurrency-factor level, with traditional and machine-learning-enhanced asset allocation strategies. The cryptocurrency factor portfolios are formed in an analogous way to equity anomalies by using more than 2000 cryptocurrencies. The findings indicate that a stock-bond portfolio incorporating size- and momentum-based cryptocurrency factors can achieve statistically significant out-of-sample diversification benefits for investors with different risk preferences. Additionally, machine-learning-enhanced asset allocation strategies can boost the traditional approaches by enriching (shrinking) the distributions of weights allocated to potentially effective cryptocurrency factors. Our findings are robust to (i) the inclusion of transaction costs, (ii) an alternative benchmark portfolio, and (iii) a rolling-window estimation scheme.
引用
收藏
页码:469 / 518
页数:50
相关论文
共 50 条
  • [1] Analysis of diversification benefits for cryptocurrency portfolios before and during the COVID-19 pandemic
    Aliu, Florin
    Bajra, Ujkan
    Preniqi, Naim
    [J]. STUDIES IN ECONOMICS AND FINANCE, 2022, 39 (03) : 444 - 457
  • [2] Diversification benefits for bond portfolios
    Dbouk, Wassim
    Kryzanowski, Lawrence
    [J]. EUROPEAN JOURNAL OF FINANCE, 2009, 15 (5-6): : 533 - 553
  • [3] Diversification Benefits of Commodities for Cryptoasset Portfolios
    Koutsouri, Aikaterini
    Petch, Michael
    Knottenbelt, William J.
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN AND CRYPTOCURRENCY (ICBC), 2021,
  • [4] Optimization and Diversification of Cryptocurrency Portfolios: A Composite Copula-Based Approach
    Tenkam, Herve M.
    Mba, Jules C.
    Mwambi, Sutene M.
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (13):
  • [5] Diversification benefits in the cryptocurrency market under mild explosivity
    Anyfantaki, Sofia
    Arvanitis, Stelios
    Topaloglou, Nikolas
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 295 (01) : 378 - 393
  • [6] On the (almost) stochastic dominance of cryptocurrency factor portfolios and implications for cryptocurrency asset pricing
    Han, Weihao
    Newton, David
    Platanakis, Emmanouil
    Sutcliffe, Charles
    Ye, Xiaoxia
    [J]. EUROPEAN FINANCIAL MANAGEMENT, 2024, 30 (03) : 1125 - 1164
  • [7] Risk diversification benefits of multiple-stock portfolios
    de Vassal, V
    [J]. JOURNAL OF PORTFOLIO MANAGEMENT, 2001, 27 (02): : 32 - +
  • [8] The Diversification Benefits of Including Carbon Assets in Financial Portfolios
    Zhang, Yinpeng
    Liu, Zhixin
    Yu, Xueying
    [J]. SUSTAINABILITY, 2017, 9 (03):
  • [9] DO CRYPTOCURRENCIES OFFER DIVERSIFICATION BENEFITS FOR EQUITY PORTFOLIOS?
    Aliu, Florin
    Nuhiu, Artor
    Knapkova, Adriana
    Lubishtani, Ermal
    Tran, Khang
    [J]. STUDIES IN BUSINESS AND ECONOMICS, 2021, 16 (02) : 5 - 18
  • [10] Benefits of diversification in EU capital markets: Evidence from stock portfolios
    Gosse, Jean-Baptiste
    Jehle, Camille
    [J]. ECONOMIC MODELLING, 2024, 135