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December 25, 2023· Applied and Computational Engineering
article
Open access

Bitcoin price prediction based on sentiment analysis and LSTM

Authors:Chenfeiyu WenXiangting WuChuyue ShenZifei HuangPeiqi Cai

Abstract

As cryptocurrencies become widely accepted due to technical improvements, reliable approaches to capture their future price movements of them become critical. This study mainly combines weighted sentiment analysis results from social media-related comments and financial news headlines with a stacked LSTM model to predict second-day Bitcoin price evolution. This study also compared our results and the results produced by MLP, RF, and SVM after feeding the sentiment analysis results.

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