Effectiveness of Machine Learning Models with Bayesian Optimization-Based Method to Identify Important Variables that Affect GPA

Effectiveness of Machine Learning Models with Bayesian Optimization-Based Method to Identify Important Variables that Affect GPA

To produce superior human resources, the SPs-IPB Master Program must consider the factors influencing the GPA in the student selection process. The method that can be used to identify these factors is a machine learning algorithm. This paper applies the random forest and XGBoost algorithms to identi...

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Bibliographic Details
Main Authors: Arifuddin R, Utami Dyah Syafitri, Erfiani Erfiani
Format: Article
Language:English
Published: Universitas Muhammadiyah Mataram 2024-07-01
Series:JTAM (Jurnal Teori dan Aplikasi Matematika)
Subjects:
gpa
bayesian optimization
random forest
xgboost
Online Access:http://journal.ummat.ac.id/index.php/jtam/article/view/21711
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http://journal.ummat.ac.id/index.php/jtam/article/view/21711

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