Assessment and evaluation of different machine learning algorithms for predicting student performance

YA Alsariera, Y Baashar, G Alkawsi… - Computational …, 2022 - Wiley Online Library
Student performance is crucial to the success of tertiary institutions. Especially, academic
achievement is one of the metrics used in rating top‐quality universities. Despite the large …

Predicting student's performance using machine learning methods: A systematic literature review

Y Baashar, G Alkawsi, N Ali… - … on Computer & …, 2021 - ieeexplore.ieee.org
Student's performance is a success factor in higher education institutions. The excellent
record of academic achievements raises the institution's ranking as one of the criteria for a …

Contributions of machine learning models towards student academic performance prediction: a systematic review

P Balaji, S Alelyani, A Qahmash, M Mohana - Applied Sciences, 2021 - mdpi.com
Machine learning is emerging nowadays as an important tool for decision support in many
areas of research. In the field of education, both educational organizations and students are …

Systematic literature review on machine learning and student performance prediction: Critical gaps and possible remedies

B Sekeroglu, R Abiyev, A Ilhan, M Arslan, JB Idoko - Applied Sciences, 2021 - mdpi.com
Improving the quality, developing and implementing systems that can provide advantages to
students, and predicting students' success during the term, at the end of the term, or in the …

[HTML][HTML] A systematic review of the literature on machine learning application of determining the attributes influencing academic performance

I Issah, O Appiah, P Appiahene, F Inusah - Decision analytics journal, 2023 - Elsevier
Academic institutions operate in an extremely demanding and competitive environment.
Some difficulties confronting most schools are delivering high-quality education to the …

[HTML][HTML] Predicting the academic performance of middle-and high-school students using machine learning algorithms

S Rajendran, S Chamundeswari, AA Sinha - Social Sciences & Humanities …, 2022 - Elsevier
This research is one of the first to predict the academic performance of middle-and high-
school students using Machine Learning Algorithms (MLAs) based on numerous socio …

[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 …

Student performance prediction model based on supervised machine learning algorithms

AS Hashim, WA Awadh… - IOP conference series …, 2020 - iopscience.iop.org
Higher education institutions aim to forecast student success which is an important research
subject. Forecasting student success can enable teachers to prevent students from dropping …

Machine Learning Algorithm to Predict Student's Performance: A Systematic Literature Review.

L Sandra, F Lumbangaol, T Matsuo - TEM Journal, 2021 - ceeol.com
One of the ultimate goals of the learning process is the success of student learning. Using
data and students' achievement with machine learning to predict the success of student …

Predicting student academic performance using support vector machine and random forest

L H. Alamri, R S. Almuslim, M S. Alotibi… - Proceedings of the …, 2020 - dl.acm.org
The use of machine learning and data mining in the educational field to predict student
performance, known as educational data mining, which has always been an important study …