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

JL Rastrollo-Guerrero, JA Gómez-Pulido… - Applied sciences, 2020 - mdpi.com
Predicting students' performance is one of the most important topics for learning contexts
such as schools and universities, since it helps to design effective mechanisms that improve …

A recommender for improving the student academic performance

M Goga, S Kuyoro, N Goga - Procedia-Social and Behavioral Sciences, 2015 - Elsevier
There is a growing awareness among researchers about the apparent variations in the
academic performance of students in tertiary institutions. Although, many studies have …

[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 …

[PDF][PDF] Predicting student academic performance at degree level: a case study

R Asif, A Merceron, MK Pathan - International Journal of Intelligent …, 2014 - mecs-press.net
Universities gather large volumes of data with reference to their students in electronic form.
The advances in the data mining field make it possible to mine these educational data and …

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

M Yağcı - Smart Learning Environments, 2022 - Springer
Educational data mining has become an effective tool for exploring the hidden relationships
in educational data and predicting students' academic achievements. This study proposes a …

Predicting postgraduate students' performance using machine learning techniques

M Koutina, KL Kermanidis - International Conference on Engineering …, 2011 - Springer
The ability to timely predict the academic performance tendency of postgraduate students is
very important in MSc programs and useful for tutors. The scope of this research is 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 …

Student performance prediction and classification using machine learning algorithms

B Sekeroglu, K Dimililer, K Tuncal - Proceedings of the 2019 8th …, 2019 - dl.acm.org
For a productive and a good life, education is a necessity and it improves individuals' life
with value and excellence. Also, education is considered a vital need for motivating self …

[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) …

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 …