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2025	Hybrid CNN-BiGRU-AM Model with Anomaly Detection for Nonlinear Stock Price Prediction Electronics Jiacheng Luo, Yun Cao, Kai Xie, Chang Wen, Yunzhe Ruan, Jinpeng Ji, Jianbiao He, Wei Zhang
2025	Stock market forecasting based on machine learning: The role of investor sentiment Physica A: Statistical Mechanics and its Applications Tingting Ren, Shaofang Li
2025	Deep learning-based multi-dimensional investor sentiment and stock liquidity: Evidence from China Quantitative Finance and Economics Zhiyi Wang, Jingru Guo, Gaoshan Wang, Xiaohong Shen
2025	Technical Analysis and Machine Learning Applied to the Short-Term Electricity Trading Market: Italian and Brazilian Cases Computational Economics Raphael Paulo Beal Piovezan, Pedro Paulo de Andrade Junior, Sérgio Luciano Ávila, Erinaldo Farias dos Santos
2025	Deciphering news sentiment and stock price relationships in Indonesian companies: an AI-based exploration of industry affiliation and news co-occurrence Discover Artificial Intelligence Andry Alamsyah, Dian Puteri Ramadhani, Farida Titik Kristanti, Arbi Haza Nasution, Mohd Sham bin Mohamad, Rajalingam Sokkalingam, Sri Widiyanesti, Muhammad Apriandito Arya Saputra
2025	A survey of recent machine learning techniques for stock prediction methodologies Neural Computing and Applications Vijay Kumar Vishwakarma, Narayan P. Bhosale
2025	Proceedings of the 2025 International Conference on Digital Management and Information Technology Sitao Min, Shibin Zhang
2025	Lecture Notes in Computer Science Nicholas Arthur Frederick-Preece, Noorhan Abbas
2025	2025 International Conference on Information and Communication Technology (ICoICT) Imam Prasodjo, Suyanto, Dian Indiyati, Imelda Atastina
2025	Public Health Discussions on Social Media: Evaluating Automated Sentiment Analysis Methods JMIR Formative Research Lisa M Gandy, Lana V Ivanitskaya, Leeza L Bacon, Rodina Bizri-Baryak
2025	A Novel Framework for Agricultural Futures Price Prediction With BERT‐Based Topic Identification and Sentiment Analysis Journal of Forecasting Wensheng Wang, Yuxi Liu
2024	The Effect of Analysts’ Reports on Stock Liquidity: The Interaction of Ratings and Qualitative Indicators Journal of Behavioral Finance Gaoshan Wang, Yue Wang, Yilin Dong, Xiaohong Shen
2024	Analysis of factors influencing small-scale agricultural product prices from the perspective of the online public—a case study of China Frontiers in Sustainable Food Systems Lifang Fu, Huaxu Zhang
2023	Do we Benefit from the Categorization of the News Flow in the Stock Price Prediction Problem? Doklady Mathematics T. D. Kulikova, E. Yu. Kovtun, S. A. Budennyy
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