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Hyperparameter Optimization of Ensemble Learning for Heart Disease Prediction using Patient Data

This study evaluates the impact of hyperparameter optimization on the performance of four machine learning algorithms—Extra Trees, XGBoost, Random Forest, and AdaBoost—in heart disease prediction. The results show that hyperparameter tuning significantly improves model performance for three out of t...

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Autori principali: Nikko Listio Wicaksono, Kusrini Kusrini
Natura: Artigo
Lingua:Indonésio
Pubblicazione: Islamic University of Indragiri 2026-03-01
Serie:Sistemasi: Jurnal Sistem Informasi
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Accesso online:https://sistemasi.ftik.unisi.ac.id/index.php/stmsi/article/view/6006
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