Bitcoin Investment Strategies Based on Google Trends and AI Models

IF 0.5 Q4 COMMUNICATION
Raúl Gómez Martínez, Juan Gabriel Martínez Navalón, Camilo Prado Román
{"title":"Bitcoin Investment Strategies Based on Google Trends and AI Models","authors":"Raúl Gómez Martínez, Juan Gabriel Martínez Navalón, Camilo Prado Román","doi":"10.51698/tripodos.2022.52p129-141","DOIUrl":null,"url":null,"abstract":"The evolution of the price of bitcoin has captured the attention of analysts in recent years. But how can a cryptocurrency be valued? Given that the price is linked to expectations, we propose, in this paper, to predict the trend of bitcoin using Google Trends as an explanatory variable. To do so, we develop two alternative algorithmic trading systems that buy or sell bitcoin depending on whether the searches for this term in Google increase or decrease. The approach is powered using artificial intelligence. The results of these trading systems are positive and show that trading strategies can be implemented based on investors’ mood about an asset, in this case measured through Google Trends. The use of artificial intelligence in trading is new and this is an example of its potential.","PeriodicalId":44263,"journal":{"name":"Tripodos","volume":null,"pages":null},"PeriodicalIF":0.5000,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Tripodos","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.51698/tripodos.2022.52p129-141","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMMUNICATION","Score":null,"Total":0}
引用次数: 0

Abstract

The evolution of the price of bitcoin has captured the attention of analysts in recent years. But how can a cryptocurrency be valued? Given that the price is linked to expectations, we propose, in this paper, to predict the trend of bitcoin using Google Trends as an explanatory variable. To do so, we develop two alternative algorithmic trading systems that buy or sell bitcoin depending on whether the searches for this term in Google increase or decrease. The approach is powered using artificial intelligence. The results of these trading systems are positive and show that trading strategies can be implemented based on investors’ mood about an asset, in this case measured through Google Trends. The use of artificial intelligence in trading is new and this is an example of its potential.
基于谷歌趋势和AI模型的比特币投资策略
近年来,比特币价格的演变引起了分析师的注意。但是如何对加密货币进行估值?鉴于价格与预期有关,我们在本文中建议使用谷歌趋势作为解释变量来预测比特币的趋势。为此,我们开发了两个替代算法交易系统,根据谷歌中对比特币的搜索量是增加还是减少,来买卖比特币。该方法采用人工智能。这些交易系统的结果是积极的,表明交易策略可以根据投资者对资产的情绪来实施,在这种情况下,可以通过谷歌趋势来衡量。人工智能在交易中的应用是新的,这是其潜力的一个例子。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Tripodos
Tripodos COMMUNICATION-
CiteScore
2.20
自引率
0.00%
发文量
7
审稿时长
16 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信