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2025	Factors, Prediction, Explainability, and Simulating University Dropout Through Machine Learning: A Systematic Review, 2012–2024 Computation Mauricio Quimiz-Moreira, Rosa Delgadillo, Jorge Parraga-Alava, Nelson Maculan, David Mauricio
2025	MOOC Dropout Prediction via a Dilated Convolutional Attention Network with Lie Group Features Informatics Yinxu Liu, Chengjun Xu, Desheng Yang, Yuncheng Shen
2025	Personalized learning resource recommendations based on learning styles using the tabtransformer neural model International Journal of Information Technology Souheyl Mallat, Amal Mdimagh, Mounir Zrigui
2025	Comparative Analysis of Self-Labeled Algorithms for Predicting MOOC Dropout: A Case Study Applied Sciences George Raftopoulos, Georgios Kostopoulos, Gregory Davrazos, Theodor Panagiotakopoulos, Sotiris Kotsiantis, Achilles Kameas
2025	A Novel Optimised Feature Selection Method for In-Session Dropout Prediction Using Hybrid Meta-Heuristics and Multi-Level Stacked Ensemble Learning Electronics Saad Alghamdi, Ben Soh, Alice Li
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