Personalized Learning Management System using a Machine Learning Technique
Personalized Learning Management System using a Machine Learning Technique
Author(s): Kulkatechol Kanokngamwitroj, Chetneti Srisa-AnSubject(s): Business Economy / Management, ICT Information and Communications Technologies
Published by: UIKTEN - Association for Information Communication Technology Education and Science
Keywords: machine learning (ML); e-learning; personalized education; learning management system
Summary/Abstract: Learning Management System (LMS) is a traditional tool for E-learning. Combined with Machine Learning (ML), such technology has unprecedentedly allowed teachers to observe and understand students' behaviors and performance. This research aims to enhance individual learning results by classifying a risk group and offering a self-tutoring program. This paper adopts a machine-learning model and proposes a new algorithm named "RSU-ML-PL," which enables a personalized and self-tutoring system. Overall, the experiment revealed good progress in student marks on their final examinations. The final examination results show that 606 (79%) students in the risk group passed their exams.
Journal: TEM Journal
- Issue Year: 11/2022
- Issue No: 4
- Page Range: 1626 -1633
- Page Count: 8
- Language: English
