Machine learning algorithms with parameter tuning to predict students' graduation-on-time: A case study in higher education

R Bakri, NP Astuti, AS Ahmar - Journal of Applied Science …, 2022 - jpabdimas.idjournal.eu
This study aims to predict a student's graduation on time (GOT) using machine learning
algorithms. We applied five different machine learning algorithms, namely Random Forest …

Student graduation time prediction using logistic regression, decision tree, support vector machine, and adaboost ensemble learning

A Desfiandi, B Soewito - IJISCS (International Journal of …, 2023 - jurnal.ftikomibn.ac.id
Universities in Indonesia are working hard to improve the graduation rates of their students
as it is considered a measure of success and quality in terms of accreditation. This study …

[PDF][PDF] Review on predicting students' graduation time using machine learning algorithms

NM Suhaimi, S Abdul-Rahman, S Mutalib… - International journal of …, 2019 - academia.edu
Nowadays, the application of data mining is widely prevalent in the education system. The
ability of data mining to obtain meaningful information from meaningless data makes it very …

[PDF][PDF] Students Graduation on Time Prediction Model Using Artificial Neural Network

JS Bassi, EG Dada, AA Hamidu, MD Elijah - IOSR J. Comput. Eng, 2019 - academia.edu
The declining rate of student graduation in today's higher institutions of learning has become
a major source of concern to educational authorities, school administration and parents …

Predictive model of graduate-on-time using machine learning algorithms

N Mohammad Suhaimi, S Abdul-Rahman… - Soft Computing in Data …, 2019 - Springer
In most universities, the number of students who graduated on time reflect tremendously on
their operation costs. In such cases, the high number of graduate-on-time or GOT students …

Predicting Timely Graduation of Postgraduate Students using Random Forests Ensemble Method

HS Bako, FU Ambursa, BS Galadanci… - FUDMA JOURNAL …, 2023 - fjs.fudutsinma.edu.ng
Graduation time of students, both undergraduate and postgraduate, has been a prime focus
in universities recently. Over the years, there have been numerous research on using data …

Predicting Time to Graduation of Open University Students: An Educational Data Mining Study

A Santoso, H Retnawati, Kartianom, E Apino… - Open Education …, 2024 - degruyter.com
The world's move to a global economy has an impact on the high rate of student academic
failure. Higher education, as the affected party, is considered crucial in reducing student …

[PDF][PDF] Prediction of Student Graduation Time Using the Best Algorithm

V Riyanto, A Hamid… - … Journal of Artificial …, 2019 - repository.nusamandiri.ac.id
Data mining has a very important role in the world of education that can help educational
institutions in predicting and making decisions related to student's academic status. In …

Comparison of Decision Tree, KNN and Naïve Bayes Methods In Predicting Student Late Graduation In the Informatics Engineering Department, Institute Business …

I Yunianto, A Kurniawan… - … International Journal of …, 2022 - journal.adpebi.com
Solving the problem of student late graduation has been a lot of research done before, with
various methods and algorithms. Likewise, the comparison of various methods to predict …

Comparison of c4. 5 and naive bayes algorithm methods in prediction of student graduation on time (case study: Information systems study program)

D Dikriani, ATI Karim - Journal of Dinda: Data Science …, 2023 - journal.ittelkom-pwt.ac.id
In tertiary institutions, students become one of the important parameters in the evaluation of
study program organizers. Prediction of student graduation is a special concern to know …