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...