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N. Suganthi

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Conference Open access 2026

Intelligent Pedagogical Systems for Higher Education: A Machine Learning-Driven Personalization Approach

A reinforcement-learning-based pedagogical agent then dynamically adapts instructional strategies and learning materials based on the predicted learner state. In comparison to static instructional models and traditional classifiers, experimental assessment on a university-level Learning Management System (LMS) dataset...

S. Tamilselvan, N. Suganthi · 0 citations

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