A Feature-Driven Decision Support System for Heart Failure Prediction Based on Statistical Model and Gaussian Naive Bayes

Table 4

Experimental results of other optimized machine learning models.

Model	Hyperparameters		Spec.	Sens.	MCC
SVM (linear)		90	93.87	85.36	0.799
SVM (RBF)	,	90	93.87	85.36	0.799
Adaboost		88	89.79	87.80	0.776
Extra tree		88	89.79	87.80	0.776
Random forest		88	93.87	82.92	0.777
Proposed		93.33	97.95	87.80	0.868