Publications
Book chapter · Springer eBooks · January 1, 2026
The Future of Outcome-Based Education (OBE): Leveraging Machine Learning (ML) for Adaptive Curriculum Design and Real-Time Learning Monitoring
R. Venkatesh, D.M.D. Preethi, Arulmurugan Ramu
Online Learning and AnalyticsIntelligent Tutoring Systems and Adaptive LearningArtificial Intelligence in Educationoutcome-based educationmachine learning in educationpersonalized learning
More by Arulmurugan Ramu
- EXPLAINABLE ARTIFICIAL INTELLIGENCE IN HEALTHCARE: A MULTI-CRITERIA BENCHMARK OF EXPLANATION FAITHFULNESS, STABILITY AND CONSENSUS IN CLINICAL RISK PREDICTIONНаучный журнал "Вестник Актюбинского регионального университета имени К Жубанова" · 2026
- AN ONTOLOGICAL APPROACH TO MODELING SOFTWARE WEAKNESSES BASED ON CWE ARCHITECTURAL CONCEPTSНаучный журнал "Вестник Актюбинского регионального университета имени К Жубанова" · 2026
- Data Science Modelling in Agricultural Market Supply ChainsIGI Global eBooks · 2026
- DSTA: Density-Steered Token Attention — code, benchmarks, mechanistic probes and complete run logsZenodo · 2026
