An Early Warning Method Based on Blending of Deep Generative Model and Oversampling Model for Online Learning

Early warning for learning performance requires to identify the maximum number of at-risk students as early as possible within a semester. However, educational data often suffer from the issue of data imbalance, making it challenging to simultaneously achieve both high precision (accurate identifica...

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Bibliographic Details
Main Authors: Mingyan Zhang, Yiqing Wang, Jui-Long Hung, Jie Wang, Chao Duan
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
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Online Access:https://ieeexplore.ieee.org/document/10974956/
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