Prediction of learning outcomes via clickstream data using machine learning

• Main Author: Ng, Kelvin Hongrui
• Other Authors: Andy Khong W H
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/147631
• Institution: Nanyang Technological University

This thesis addresses the identification of learning behaviors and the prediction of learning outcomes via interaction clickstream data. The challenges of analyzing these complex clickstream data include the balance between automaticity and interpretability and the effectiveness of prediction models...