Towards an Understanding of Cryptocurrency: A Comparative Analysis of Cryptocurrency, Foreign Exchange, and Stock

Jiaqi Liang, Linjing Li, Weiyun Chen, D. Zeng
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引用次数: 14

Abstract

Cryptocurrency is a cutting-edge Fintech innovation and currently a worldwide hotspot. However, the high-speed evolution of it has already caused a series of public security related events all around the world. Cryptocurrency was built initially as a possible implementation of digital currency, then various derivatives were created in a variety of fields such as financial transactions, capital management, and even nonmonetary applications. This paper aims to offer analytical insights to help understand cryptocurrency by treating it as a financial asset. We position cryptocurrency by comparing its dynamic characteristics with two traditional and massively adopted financial assets: foreign exchange and stock. Based on the daily close prices about four years, we first construct the correlation matrices and asset trees of all three markets, then conduct comparisons on five properties: volatility, centrality, clustering structure, robustness, and risk. Our investigation suggests that the dynamics of cryptocurrency are more similar to stock. As to the robustness and clustering structure, our analysis shows cryptocurrency market is more fragile than stock market, thus it is currently a high-risk financial market. Our work is the first to study cryptocurrency with the help of well-understood financial assets and may shed some light on investment decisions, regulation, and legislation.
对加密货币的理解:加密货币、外汇和股票的比较分析
加密货币是一项前沿的金融科技创新,目前是全球的热点。然而,它的高速发展已经在世界范围内引发了一系列与公共安全有关的事件。加密货币最初是作为数字货币的可能实现而构建的,然后在金融交易,资本管理甚至非货币应用等各个领域创建了各种衍生品。本文旨在通过将加密货币视为金融资产来提供分析见解,以帮助理解加密货币。我们通过将加密货币的动态特征与两种传统的、被大量采用的金融资产(外汇和股票)进行比较,来定位加密货币。基于近四年的每日收盘价,我们首先构建了三个市场的相关矩阵和资产树,然后对波动性、中心性、聚类结构、鲁棒性和风险五个属性进行了比较。我们的调查表明,加密货币的动态更类似于股票。在鲁棒性和聚类结构方面,我们的分析表明,加密货币市场比股票市场更脆弱,目前是一个高风险的金融市场。我们的工作是第一个在充分理解的金融资产的帮助下研究加密货币,并可能为投资决策、监管和立法提供一些启示。
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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