BDEN: Big Data-Driven Intelligent Tutoring Systems for Personalized Learning Analytics
Objectives: To develop BDEN, a scalable intelligent tutoring framework for personalized learning analytics, learner mastery prediction, and early identification of at-risk students. Method: BDEN integrates Kafka–Spark distributed processing with an attention-enhanced Bidirectional Long Short-Term Memory (BiLSTM) model...