区块链开发社区与加密货币价格变化的相互影响研究

Nicola Uras, Stefano Vacca, Giuseppe Destefanis
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引用次数: 2

摘要

本文旨在识别和建模加密货币市场价格变化与社交媒体上的话题讨论事件之间的关系。被考虑的加密货币是目前价值最高的两种货币,比特币和以太坊。同时,通过对Reddit社交媒体平台上获得的评论进行分类来实现主题,实现Hawkes模型。结果突出表明,有可能确定所考虑的特征之间的一些相互作用,并且似乎有些主题表明某些类型的价格变动。具体来说,关于政府、交易和以太坊加密货币作为交换货币的讨论似乎对比特币和以太坊的价格产生了负面影响。关于投资的讨论似乎表明价格上涨,而关于新的分散现实和技术应用的讨论则表明价格下跌。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigation of Mutual-Influence among Blockchain Development Communities and Cryptocurrency Price Changes
This paper aims to identify and model relationships between cryptocurrencies market price changes and topic discussion occurrences on social media. The considered cryptocurrencies are the two highest in value at the moment, Bitcoin and Ethereum. At the same time, topics were realized through a classification of the comments gained from the Reddit social media platform, implementing a Hawkes model. The results highlight that it is possible to identify some interactions among the considered features, and it appears that some topics are indicative of certain types of price movements. Specifically, the discussions concerning issues about government, trading and Ethereum cryptocurrency as an exchange currency, appear to affect Bitcoin and Ethereum prices negatively. The discussions of investment appear to be indicative of price rises, while the discussions related to new decentralized realities and technological applications is indicative of price falls.
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