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T. Prakash

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Open access Aug 2026

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...

T. Prakash, A. Natarajan · 0 citations

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