Public Perception Based Recommendation System for Cryptocurrency

Shaista Bibi, Shahid Hussain, Muhammad Imran Faisal
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引用次数: 7

Abstract

Cryptocurrency is one of the emerging online currency of the modern era. Big companies are investing in this technology. However, some established companies still hesitate to use it. According to them, it is a volatile trend which will fade up eventually. There is no such authority which will provide them feasibility information. So, investors can be helped by providing them feasibility information about locations for cryptocurrency investment around the world. This paper aims to provide the aforementioned information to the investors. The proposed methodology is based on Topic modeling along with public opinion mining about cryptocurrencies, blockchain network, bitcoin, litecoin, and ethereum. The crawled data for other cryptocurrencies are much insufficient, so that are excluded from the study. In the proposed methodology, the top locations where cryptocurrency is widely used are identified, then in that particular locations' users concerns along with their sentiment analyses are investigated. Top locations are identified such as Australia, Denmark, Netherlands, and the USA etc. Almost 83.7% tweets of Sweden show positive sentiment for cryptocurrency investment which ranks as the highest having friendly environment for cryptocurrency investment. Similarly, the UK shows the least positive perception of cryptocurrency and blockchain technology usage. Some of the noteworthy terms found are legitimacy, authorization rules, volatility, profit, investment, and fluctuations. Which describe the users’ concerns/ interests’ about cryptocurrency. Investors can focus on all these areas during business. These subtopics can help business experts to evolve their businesses’ and to make them more sustainable on the basis of public perception.
基于公众感知的加密货币推荐系统
加密货币是现代新兴的在线货币之一。大公司正在投资这项技术。然而,一些老牌公司仍不愿使用它。根据他们的说法,这是一个不稳定的趋势,最终会消退。没有这样的权威机构向他们提供可行性信息。因此,投资者可以通过向他们提供有关全球加密货币投资地点的可行性信息来获得帮助。本文旨在为投资者提供上述信息。所提出的方法是基于主题建模以及关于加密货币、区块链网络、比特币、莱特币和以太坊的舆论挖掘。其他加密货币的抓取数据远远不足,因此被排除在研究之外。在提出的方法中,确定加密货币广泛使用的顶级位置,然后在特定位置调查用户关注的问题以及他们的情绪分析。确定了诸如澳大利亚,丹麦,荷兰和美国等顶级地点。瑞典近83.7%的推文对加密货币投资持积极态度,是加密货币投资环境最友好的国家。同样,英国对加密货币和区块链技术的使用表现出最不积极的看法。其中一些值得注意的术语是合法性、授权规则、波动性、利润、投资和波动。描述了用户对加密货币的关注/兴趣。投资者在经营期间可以关注所有这些领域。这些子主题可以帮助商业专家发展他们的业务,并在公众认知的基础上使其更具可持续性。
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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