Educational data mining: prediction of students' academic performance using machine learning algorithms

M Yağcı - Smart Learning Environments, 2022 - Springer
… hidden relationships in educational data and predicting students' academic achievements. …
on machine learning algorithms to predict the final exam grades of undergraduate students, …

A systematic literature review of student'performance prediction using machine learning techniques

B Albreiki, N Zaki, H Alashwal - Education Sciences, 2021 - mdpi.com
… for predicting student academic performance. Zaffar … prediction using machine learning
techniques through a review of related research based on datasets, features used in ML methods

[PDF][PDF] Supervised data mining approach for predicting student performance

WFW Yaacob, SAM Nasir, WFW Yaacob… - Indones. J. Electr. Eng …, 2019 - researchgate.net
Predictive model developed using supervised data mining approach can derive conclusion
on students' academic success… in a similar way as machine learning does. This means that if …

An overview and comparison of supervised data mining techniques for student exam performance prediction

N Tomasevic, N Gvozdenovic, S Vranes - Computers & education, 2020 - Elsevier
machine learning techniques was performed in the context of solving the task of student exam
performance prediction. … , the supervised machine learning techniques are considered as …

Student performance prediction and classification using machine learning algorithms

B Sekeroglu, K Dimililer, K Tuncal - … conference on educational and …, 2019 - dl.acm.org
prediction and classification of different types of educational data using machine learning
algorithms … brief introduction about considered machine learning algorithms and Section 3 …

Student-performulator: Predicting students' academic performance at secondary and intermediate level using machine learning

S Hussain, MQ Khan - Annals of data science, 2023 - Springer
… forecasting Students Performance Assessment; In … student marks and grade can be predicted,
in educational data mining such framework recognized as student performance prediction

Comparing different resampling methods in predicting students' performance using machine learning techniques

R Ghorbani, R Ghousi - IEEE access, 2020 - ieeexplore.ieee.org
performance of the resampling methods better in solving the imbalanced problem, this paper
uses various machine learning … In fact, the prediction of student academic performance is …

Prediction of academic performance associated with internet usage behaviors using machine learning algorithms

X Xu, J Wang, H Peng, R Wu - Computers in Human Behavior, 2019 - Elsevier
… And then, we apply commonly used machine learning algorithms to verify the effectiveness
of predicting academic performance from students' Internet usage data. The research …

Predicting academic performance of students using a hybrid data mining approach

BK Francis, SS Babu - Journal of medical systems, 2019 - Springer
… SVM algorithm is used in this research which is a technique of supervised learning. … 14]
investigates students academic performance prediction using support vector machine. This study …

Analyzing and predicting students' performance by means of machine learning: A review

JL Rastrollo-Guerrero, JA Gómez-Pulido… - Applied sciences, 2020 - mdpi.com
… Validating the effectiveness of the moodle engagement analytics plugin to predict student
academic performance. In Proceedings of the 21st Americas Conference on Information …