Interpretable knowledge tracing: Simple and efficient student modeling with causal relations

• Main Authors: MINN, Sein, VIE, Jill-Jênn, TAKEUCHI, Koh, ZHU, Feida
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Student model; Bayesian knowledge Tracing; Causal relation; HMM; TAN; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7749; https://ink.library.smu.edu.sg/context/sis_research/article/8752/viewcontent/Interpretable_knowledge_tracing_Simple_and_efficient_student_modeling_with_causal_relations.pdf
• Institution: Singapore Management University

Intelligent Tutoring Systems have become critically important in future learning environments. Knowledge Tracing (KT) is a crucial part of that system. It is about inferring the skill mastery of students and predicting their performance to adjust the curriculum accordingly. Deep Learning based model...