Advanced Sentiment-Based Market Trend Prediction using BERT
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Advanced Sentiment-Based Market Trend Prediction using BERT
Tushar Choudhari..( Department of Data Science
Dr. D. Y. Patil Arts, Commerce and Science College Pimpri)
Purshottam Chaudhari..(Department of Data Science
Dr. D. Y. Patil Arts, Commerce and Science College Pimpri)
Abstract - This study presents an advanced machine learning and natural language processing (NLP) approach for predicting short-term stock market trends using
financial news headlines and social media sentiment. Traditional market prediction models rely heavily on historical price data and fail to incorporate textualsentiment effectively. In this research, a fine-tuned BERTKey Words: Stock Market Prediction, Sentiment Analysis, BERT, Explainable AI, Random Forest, SHAP,LIME, NLP, Data Science
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