A multicountry comparison of cryptocurrency vs gold: Portfolio optimization through generalized simulated annealing

IF 6.9 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ankit Som, Parthajit Kayal
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引用次数: 9

Abstract

The last few years have seen a paradigm shift in the financial sector with the development of cryptocurrencies as an alternative mode of payment as well as an investment scheme. The aim of this study is two-fold. The first is to quantify the volatility of cryptocurrencies in terms of the dynamics of tail-end behavior using different approaches and choose the one with the lowest value-at-risk. The second is to investigate the effect of its inclusion in a portfolio with and without gold, to see if Bitcoin is indeed the “digital gold”. This paper uses the generalized simulated annealing optimization technique to compare portfolios for ten countries across the world. The data provide convincing evidence in favor of the inclusion of Bitcoin in the optimized portfolios. Rolling-window analyses (three-year and five-year) confirm the same. However, for some countries, the empirical pattern suggests that instead of replacing gold from the portfolio, both should be comprised. Our results are robust in terms of the inclusion of non-linear constraints.

加密货币与黄金的多国比较:通过广义模拟退火优化投资组合
过去几年,随着加密货币作为一种替代支付方式和投资计划的发展,金融领域发生了范式转变。这项研究的目的是双重的。首先是使用不同的方法,根据尾端行为的动态来量化加密货币的波动性,并选择风险价值最低的加密货币。第二个是调查将比特币纳入有黄金和不含黄金的投资组合的影响,看看比特币是否真的是“数字黄金”。本文采用广义模拟退火优化技术对世界上十个国家的投资组合进行了比较。这些数据提供了令人信服的证据,支持将比特币纳入优化的投资组合。滚动窗口分析(3年和5年)也证实了这一点。然而,对一些国家来说,经验模式表明,与其从投资组合中取代黄金,还不如将两者结合起来。我们的结果在包含非线性约束方面是鲁棒的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
11.30
自引率
3.60%
发文量
0
期刊介绍: Blockchain: Research and Applications is an international, peer reviewed journal for researchers, engineers, and practitioners to present the latest advances and innovations in blockchain research. The journal publishes theoretical and applied papers in established and emerging areas of blockchain research to shape the future of blockchain technology.
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