Open access
Aug 2026
USING OPTIMAL MACHINE LEARNING ALGORITHMS TO PREDICT HEART FAILURE PATIENT CLASSIFICATION
Experimental results demonstrate that the optimized XGBoost-SMOTE model significantly outperforms traditional machine learning algorithms including Logistic Regression, Decision Tree, Random Forest, Support Vector Machine, KNearest Neighbors, AdaBoost, and baseline XGBoost.
B. Naveen, N. Rao
· International Journal of Eng... · 0 citations