Machine Learning Models for Student Performance Prediction

SM Pande - 2023 International Conference on Innovative Data …, 2023 - ieeexplore.ieee.org
Education is the key to success which provides multiple opportunities in the life. Education
not only contributes to individual success but also contributes to the success of the society …

ECSYAPPS–A framework for analyzing the effectiveness of classification techniques for early prediction of students academic performance in education sector

SM Dol, PM Jawandhiya - Engineering Applications of Artificial Intelligence, 2024 - Elsevier
Predicting students' academic performance is of paramount importance to educational
institutions. If students' academic performance is predicted course-wise, semester-wise and …

Analysis of student performance using Machine learning Algorithms

S Kour, R Kumar, M Gupta - 2021 Third International …, 2021 - ieeexplore.ieee.org
Education is a prerequisite for a prosperous and good life, and it also helps in enhancing
people's lives with meaning and excellence. Furthermore, education is viewed as a …

Original Research Article Designing new student performance prediction model using ensemble machine learning

R Saluja, M Rai, R Saluja - Journal of Autonomous Intelligence, 2023 - jai.front-sci.com
Academic success for students in any educational institute is the primary requirement for all
stakeholders, ie, students, teachers, parents, administrators and management, industry, and …

[HTML][HTML] Machine learning model (RG-DMML) and ensemble algorithm for prediction of students' retention and graduation in education

K Okoye, JT Nganji, J Escamilla, S Hosseini - Computers and Education …, 2024 - Elsevier
Automated prediction of students' retention and graduation in education using advanced
analytical methods such as artificial intelligence (AI), has recently attracted the attention of …

A Machine Learning Approach in Predicting Student's Academic Performance Using Artificial Neural Network

RA Yauri, HU Suru, J Afrifa… - … of Computational and …, 2024 - ojs.bonviewpress.com
The rate at which students succeed in their academic pursuits contributes significantly to the
academic achievement of their educational institutions because it is used as a measure of …

[PDF][PDF] Predicting Students' Graduating Cumulative Grade Point Average Using Difference Level, Classification and Regression Tree and Linear Regression Algorithm

TO Azeez, AC Awe, PA Omosebi - … of Science and Logics in ICT …, 2018 - researchgate.net
Predictive modeling using data mining methods for early identification of students'
performance can be very beneficial to forecasting students' graduating class of degree. It is …

Systematic Review: Enhancing Educational Performance Prediction using Machine Learning Algorithms

N Kanwal, M Ali, A Noor, S Muneer - International Journal of …, 2024 - ijcis.com
Accurately forecasting student performance has received a lot of consideration in the world
of education. For this reason, data mining techniques such as the Genetic Algorithm (GA) …

[PDF][PDF] Predicting the impact of different Variables on Students Academic Performance using Artificial Intelligence

PR Shetgaonkar - Int. J. Comput. Sci. Inf. Technol, 2015 - Citeseer
Undergraduate student's academic performance is a long standing issue in higher
education and a great deal of research over the past many years. At the end of each …

Students' academic performance prediction using regression: a case study

A Kumar, KK Eldhose, R Sridharan… - … Conference on System …, 2020 - ieeexplore.ieee.org
Performance of students in an academic program depends upon several aspects of their
previous academic performance and family background. In the present study, multiple linear …