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Table 5 Accuracy, AUC-ROC, sensitivity, and specificity for machine learning models with preset and hyper-tuned hyper-parameters on test set

From: An exploration into the diagnostic capabilities of microRNAs for myocardial infarction using machine learning

 

Accuracy

AUC-ROC

Sensitivity

Specificity

Hyper-tuned Models

SVM

0.64

0.65

0.62

0.67

GB

0.64

0.65

0.62

0.67

XGB

0.79

0.75

1.00

0.50

HVE

0.86

0.83

1.00

0.67