Comparative analysis of supervised machine learning algorithms to build a predictive model for evaluating students' performance

I El Guabassi, Z Bousalem, R Marah, A Qazdar - 2021 - learntechlib.org
In recent years, the world's population is increasingly demanding to predict the future with
certainty, predicting the right information in any area is becoming a necessity. One of the …

[HTML][HTML] 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 …

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 …

[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 …

Machine learning approach for student academic performance prediction

S Rai, KA Shastry, S Pratap, S Kishore… - … Intelligence: Frontiers in …, 2021 - Springer
The assessment in outcome-based learning is very vital. A significant approach toward
measuring the student performance is required. Nowadays, the amounts of data that are …

[HTML][HTML] A practical model for the evaluation of high school student performance based on machine learning

M Zafari, A Sadeghi-Niaraki, SM Choi, A Esmaeily - Applied Sciences, 2021 - mdpi.com
The objective of this research is to develop an machine learning (ML)-based system that
evaluates the performance of high school students during the semester and identify the most …

A multiple linear regression-based approach to predict student performance

O El Aissaoui, Y El Alami El Madani, L Oughdir… - … conference on advanced …, 2019 - Springer
Predicting students' academic outcome is useful for any educational institution that aims to
ameliorate students' performance. Based on the resulted predictions, educators can provide …

[PDF][PDF] Hybrid machine learning algorithms for predicting academic performance

P Sokkhey, T Okazaki - Int. J. Adv. Comput. Sci. Appl, 2020 - academia.edu
The large volume of data and its complexity in educational institutions require the sakes from
informative technologies. In order to facilitate this task, many researchers have focused on …

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 …