用推特情绪预测比特币价格走势
Mining Tweets to Predict Future Bitcoin Price
- 结合推文情感与价格数据建模
- 在真实数据上验证预测有效性
- 适合关注市场情绪的投资者
比特币在过去十年中吸引了大量投资关注，社交媒体上关于加密货币的帖子数量显著增加，尤其是关于比特币的内容。本研究聚焦于分析用户推文数据与比特币价格数据之间的关联，探索价格波动与数百万用户在推特上的讨论之间的相关性。通过挖掘这种关联，本研究旨在预测未来比特币价格。我们采用新颖的数据分析技术与方法，对海量推文进行处理，并构建预测模型以实现价格预判。实验基于真实推文和价格数据进行，验证了所提方法的有效性。
原文摘要 · Abstract (English)
Bitcoin has increased investment interests in people during the last decade. We have seen an increase in the number of posts on social media platforms about cryptocurrency, especially Bitcoin. This project focuses on analyzing user tweet data in combination with Bitcoin price data to see the relevance between price fluctuations and the conversation between millions of people on Twitter. This study also exploits this relationship between user tweets and bitcoin prices to predict the future bitcoin price. We are utilizing novel techniques and methods to analyze the data and make price predictions.
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