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B. Naveen

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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 · 0 citations

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