A comparative study on student performance prediction using machine learning

Y Chen, L Zhai - Education and Information Technologies, 2023 - Springer
… In summary, this work considerably has extended the existing studies on machine learning
based student performance prediction, which only applied a few machine learning methods …

Comparative analysis of machine learning models for students' performance prediction

L Ismail, H Materwala, A Hennebelle - Advances in Digital Science: ICADS …, 2021 - Springer
… identify students who would have difficulty in their learningcomparative analysis of the
most used machine learning classification models in the literature. We evaluate the performance

Comparative study of supervised learning algorithms for student performance prediction

M Mohammadi, M Dawodi… - … Intelligence in …, 2019 - ieeexplore.ieee.org
… about student`s GPA prediction to increase their performance… In the future, Ensemble
Learning approach will be used as … a more robust model for studentsperformance prediction. …

Student performance prediction model based on supervised machine learning algorithms

AS Hashim, WA Awadh… - … : materials science and …, 2020 - iopscience.iop.org
study used several supervised machine learning algorithms to predict the academic performance
of students … A comparative study to obtain an adequate model in prediction of electricity …

Comparison of machine learning models in student result prediction

V Kumar, ML Garg - … Conference on Advanced Computing Networking and …, 2019 - Springer
… and performance. This research paper will present a comparison of performance of five
popular machine learning models used in predictive analytics—generalized linear model, …

Study of students' performance prediction models using machine learning

MS Viswanathan - Turkish Journal of Computer and Mathematics …, 2021 - turcomat.org
… in student success prediction models is often the most difficult task. This study proposed a
model for predicting student performance dependent on the supervised learning technique …

Comparative study of prediction models on high school student performance in mathematics

P Sokkhey, T Okazaki - … on Circuits/Systems, Computers and …, 2019 - ieeexplore.ieee.org
… have been investigated and compared to get the optimized prediction model. … comparative
study of a statistical analysis techniques, machines learning (ML) algorithms, and one of deep

[PDF][PDF] Comparative study of machine learning knn, svm, and decision tree algorithm to predict students performance

S Wiyono, T Abidin, DS Wibowo… - … of Research …, 2019 - pdfs.semanticscholar.org
using active learning [8], predictions of student performance … [9], and predicting student
performance using advanced learning … , using the Fuzzy method is also done to predict student

Classification and prediction of student performance data using various machine learning algorithms

H Pallathadka, A Wenda, E Ramirez-Asís… - Materials today …, 2023 - Elsevier
… in predicting student academic achievement based on a variety of parameters. In contrast to
Reptree, SimpleCart, Decision table, and J48 machine learning … -strategy machine learning

[PDF][PDF] Comparative study of supervised algorithms for prediction of students' performance

MT Sathe, AC Adamuthe - … Journal of Modern Education and …, 2021 - mecs-press.net
… Abstract: Predicting academic performance of the student is crucial task as it depends on
various factors. To perform such predictions the machine learning and data mining algorithms …