Predicting Students' Performance Using Machine Learning Algorithms: A Review

SO Oppong - Asian Journal of Research in Computer …, 2023 - eprints.go2submission.com
Educational Data Mining is a discipline focused on developing ways for studying the unique
and increasingly large-scale data generated by educational settings and applying those …

[PDF][PDF] A systematic literature review on student performance predictions

H Nawang, M Makhtar, WM Hamzah - International Journal of …, 2021 - researchgate.net
Prediction of student performance in educational institutions is a major topic of debate
among researchers in efforts to improve teaching and learning. Effective prediction …

Educational data mining to predict students' academic performance: A survey study

S Batool, J Rashid, MW Nisar, J Kim, HY Kwon… - Education and …, 2023 - Springer
Educational data mining is an emerging interdisciplinary research area involving both
education and informatics. It has become an imperative research area due to many …

A review on predicting student's performance using data mining techniques

AM Shahiri, W Husain - Procedia Computer Science, 2015 - Elsevier
Predicting students performance becomes more challenging due to the large volume of data
in educational databases. Currently in Malaysia, the lack of existing system to analyze and …

[PDF][PDF] Literature survey on student's performance prediction in education using data mining techniques

M Kumar, AJ Singh, D Handa - International Journal of Education …, 2017 - academia.edu
One of the most challenging tasks in the education sector in India is to predict student's
academic performance due to a huge volume of student data. In the Indian context, we don't …

[PDF][PDF] Student academic performance prediction using supervised learning techniques.

M Imran, S Latif, D Mehmood… - International Journal of …, 2019 - academia.edu
Automatic Student performance prediction is a crucial job due to the large volume of data in
educational databases. This job is being addressed by educational data mining (EDM) …

[PDF][PDF] Using machine learning algorithms to predict students' performance and improve learning outcome: A literature based review

F Ofori, E Maina, R Gitonga - Journal of Information and Technology, 2020 - academia.edu
The application of machine learning techniques in predicting students' performance, based
on their background and their in-term performance has proved to be a helpful tool for …

A comparative study on student performance prediction using machine learning

Y Chen, L Zhai - Education and Information Technologies, 2023 - Springer
Accompanied with the development of storage and processing capacity of modern
technology, educational data increases sharply. It is difficult for educational researchers to …

Predicting students' performance employing educational data mining techniques, machine learning, and learning analytics

A Alam, A Mohanty - International Conference on Communication …, 2022 - Springer
Student success is important in colleges and universities since it is often used as a measure
of the institution's effectiveness. Identifying at-risk students early on and implementing …

[PDF][PDF] A Comparative study of predicting student's performance by use of data mining techniques

A Ashraf, S Anwer, MG Khan - American Scientific Research …, 2018 - researchgate.net
Educational systems need innovative ways to improve quality of education to achieve the
best results and decrease the failure rate. Educational Data Mining (EDM) has boomed in …