Enhancing Dropout Prediction in Distributed Educational Data Using Learning Pattern Awareness: A Federated Learning Approach

Zhang, Tiancheng; Liu, Hengyu; Tao, Jiale; Wang, Yuyang; Yu, Minghe; Chen, Hui; Yu, Ge

doi:10.3390/math11244977

Enhancing Dropout Prediction in Distributed Educational Data Using Learning Pattern Awareness: A Federated Learning Approach

Learning patterns are crucial for predicting student dropout in educational settings, providing insights into students’ behaviors and motivations. However, existing mainstream dropout prediction models have limitations in effectively mining these learning patterns and cannot mine these learning p…