Toward better grade prediction via A2GP - an academic achievement inspired predictive model

• Main Authors: Qiu, Wei, Supraja, S., Khong, Andy Wai Hoong
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Grade Prediction; Machine Learning; Attention Mechanism; Long Short-Term Memory Network; Graph Convolutional Network
• Online Access: https://hdl.handle.net/10356/165580; https://educationaldatamining.org/edm2022/proceedings/
• Institution: Nanyang Technological University

Predicting student performance in an academic institution is important for detecting at-risk students and administering early-intervention strategies. We propose a new grade prediction model that considers three factors: temporal dynamics of prior courses across previous semesters, short-term perfor...