{"repo":"MahanVeisi8/LSTMppo-DRL-StockTrader","free":true,"listed":false,"github":"https://github.com/MahanVeisi8/LSTMppo-DRL-StockTrader","clone":"git clone https://github.com/MahanVeisi8/LSTMppo-DRL-StockTrader.git","description":"Deep Reinforcement Learning (DRL) stock trading system with LSTM-PPO, integrating technical indicators and FinBERT-based news sentiment analysis.","language":"Jupyter Notebook","stars":41,"topics":["drl","finance","financial-markets","finbert","fundamental-analysis","lstm","lstm-ppo","neural-networks","partially-observable-markov-decision-process","reinforcement-learning"],"license":"MIT","category":"machine-learning","readme_excerpt":"LSTMppo-DRL-StockTrade A Deep Reinforcement Learning Approach Combining Technical and Fundamental Analyses with a Large Language Model for Stock Trading Video Presentation Figure 1: Cumulative Returns Plot Figure 2: Hyperparameter Set 5 (window test) --- --- Figure 3: Neural Architecture Figure 4: State Architecture --- --- This is the official GitHub repository for LSTMppo-DRL-StockTrade . It implements a Deep Reinforcement Learning (DRL) system for automated stock trading, combining technical and fundamental analyses (via sentiment from a large language model). The project is associated with our paper published in IEEE ICCKE 2024 : --- Latest - 02/27/2025 : Added the main notebook ( MAIN(A Deep Reinforcement Learning Approach Combining Technical and Fundamental Analyses with a Large Language Model for Stock Trading) ) and the figures (see above). The only remaining task is to clean and structure the code. - 02/21/2025 : The paper is now published in IEEE ICCKE 2024. - 10/07/2024 : The repository was created. --- Paper Title : A Deep Reinforcement Learning Approach Combining Technical and Fundamental Analyses with a Large Language Model for Stock Trading Authors : Mahan Veisi, Sadra Berangi, Mahdi Shahbazi Khojasteh, and Armin Salimi-Badr Link to IEEE Xplore : https://ieeexplore.ieee.org/document/10874515 Abstract Stock trading strategies are essential for successful investment, yet developing a profitable approach is challenging due to the stock market’s complex and dynamic","default_branch":null,"files":null,"tree":[],"storefront":"/r/MahanVeisi8","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/MahanVeisi8/LSTMppo-DRL-StockTrader/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}