An interpretable framework for an efficient analysis of students' academic performance

I Gligorea, MU Yaseen, M Cioca, H Gorski, R Oancea - Sustainability, 2022 - mdpi.com
Recent technological advancements in e-learning platforms have made it easy to store and
manage students' related data, such as personal details, initial grade, intermediate grades …

Quantitative analysis and prediction of academic performance of students using machine learning

L Zhao, J Ren, L Zhang, H Zhao - Sustainability, 2023 - mdpi.com
Academic performance evaluation is essential to enhance educational affection and
improve educational quality and level. However, evaluating academic performance is …

Predicting student performance using data mining and learning analytics techniques: A systematic literature review

A Namoun, A Alshanqiti - Applied Sciences, 2020 - mdpi.com
Featured Application The herein survey is among the first research efforts to synthesize the
intelligent models and paradigms applied in education to predict the attainment of student …

Academic performance prediction using machine learning: A comprehensive & systematic review

P Chakrapani, D Chitradevi - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Educational Institutions face numerous challenges today in providing quality and student-
centric education to students. Despite the huge volume of data available with educational …

Smart analysis of learners performance using learning analytics for improving academic progression: a case study model

R Krishnan, S Nair, BS Saamuel, S Justin, C Iwendi… - Sustainability, 2022 - mdpi.com
In the current COVID-19 pandemic era, Learning Management Systems (LMS) are
commonly used in e-learning for various learning activities in Higher Education. Learning …

Predicting students' academic performance by mining the educational data through machine learning-based classification model

P Nayak, S Vaheed, S Gupta, N Mohan - Education and Information …, 2023 - Springer
Students' academic performance prediction is one of the most important applications of
Educational Data Mining (EDM) that helps to improve the quality of the education process …

Predicting student academic performance using machine learning

O Ojajuni, F Ayeni, O Akodu, F Ekanoye… - … Science and Its …, 2021 - Springer
The introduction of the Internet of Things (IoT), Artificial Intelligence (AI), Machine Learning
(ML), Deep Learning (DL), and Big Data have paved the way for research focused on …

Intelligent decision support system for predicting student's e-learning performance using ensemble machine learning

F Saleem, Z Ullah, B Fakieh, F Kateb - Mathematics, 2021 - mdpi.com
Electronic learning management systems provide live environments for students and faculty
members to connect with their institutional online portals and perform educational activities …

Machine learning approach for predicting students academic performance and study strategies based on their motivation

FA Orji, J Vassileva - arXiv preprint arXiv:2210.08186, 2022 - arxiv.org
This research aims to develop machine learning models for students academic performance
and study strategies prediction which could be generalized to all courses in higher …

Predicting students performance using educational data mining and learning analytics: A systematic literature review

A Dhankhar, K Solanki, S Dalal, Omdev - Innovative Data Communication …, 2021 - Springer
With technological advancement, data is proliferating. Therefore, a need has been felt for
advanced analytic techniques, which can help in extracting useful information, patterns, and …