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2025	Integrated GCN–BiGRU–TPE Agricultural Product Futures Prices Prediction Based on Multi-graph Construction Computational Economics Dabin Zhang, Xiaoming Li, Liwen Ling, Huanling Hu, Ruibin Lin
2025	Stock Price Forecasting With Integration of Sectoral Behavior: A Deep Auto‐Optimized Multimodal Framework Journal of Forecasting Renu Saraswat, Ajit Kumar
2024	A Proposal of a Method to Determine the Appropriate Learning Period in Stock Price Prediction Using Machine Learning IEEJ Transactions on Electrical and Electronic Engineering Ryuya Shirata, Taku Harada
2024	Deep Learning for Financial Time Series Prediction: A State-of-the-Art Review of Standalone and Hybrid Models Computer Modeling in Engineering & Sciences Weisi Chen, Walayat Hussain, Francesco Cauteruccio, Xu Zhang
2024	The application of the propensity score matching method in stock prediction among stocks within the same industry PeerJ Computer Science Shengnan Li, Lei Xue
2024	A model based LSTM and graph convolutional network for stock trend prediction PeerJ Computer Science Xiangdong Ran, Zhiguang Shan, Yukang Fan, Lei Gao
2023	A Novel Smart Beta Optimization Based on Probabilistic Forecast Computers, Materials & Continua Cheng Zhao, Shuyi Yang, Chu Qin, Jie Zhou, Longxiang Chen
2023	Stock Market Analysis Using Time Series Relational Models for Stock Price Prediction Mathematics Cheng Zhao, Ping Hu, Xiaohui Liu, Xuefeng Lan, Haiming Zhang
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