加密货币资产类别的多元化收益与估计风险:新冠疫情前后

The diversification benefits of cryptocurrency asset categories and estimation risk: pre and post Covid-19

European Journal of Finance · 2022
被引 49 · 同刊同年前 5%
ABS 3

中文导读

研究了九种加密货币资产类别的多元化收益,发现除两种外均能显著改善投资组合表现,且低风险厌恶投资者受益更多;新冠疫情后加密货币的多元化作用依然稳定。

Abstract

We examine the diversification benefits of cryptocurrency asset categories. To mitigate the effects of estimation risk, we employ the Bayes-Stein model with no short-selling and variance-based constraints. We estimate the inputs using lasso regression and elastic net regression, employing the shrunk Wishart stochastic volatility model and Gaussian random projection. We consider nine cryptocurrency asset categories, and find that all but two provide significant out-of-sample diversification benefits. The lower is investor risk aversion, the more beneficial are cryptocurrencies as portfolio diversifiers. During uncertain economic environments, such as the post-Covid-19 period, cryptocurrencies provide the same diversification benefits as in more stable environments. Our results are robust to different portfolio benchmarks, regression technique, transaction cost, portfolio constraints, higher moments and Black–Litterman models.

加密货币投资组合优化风险管理金融经济学