An Edge Intelligence Method for Learning-State Recognition and Personalized Feedback in Higher Education
To address fluctuations in multimodal data quality, client heterogeneity, and insufficient feedback timeliness in university classrooms, this paper proposes a cloud-edge-device collaborative method, HE-EdgePF. The method integrates visual, audio, textual, and platform-behavior features through quality-aware dynamic gat...