AI-enabled adaptive learning using automated topic alignment and doubt detection

• Main Authors: TAN, Kar Way, LO, Siaw Ling, OUH, Eng Lieh, NEO, Wei Leng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Adaptive; Personalized Learning; Learning Analytics; AI in Education; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7200; https://ink.library.smu.edu.sg/context/sis_research/article/8203/viewcontent/Adaptive_Learning_PACIS2022.pdf
• Institution: Singapore Management University

Implementing adaptive learning is often a challenging task at higher learning institutions where the students come from diverse backgrounds and disciplines. In this work, we collected informal learning journals from learners. Using the journals, we trained two machine learning models, an automated t...