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

Biology Direct

Table 4 Accuracy, AUC-ROC, sensitivity, and specificity for machine learning models with preset and hyper-tuned hyper-parameters on the validation set

	Accuracy	AUC-ROC	Sensitivity	Specificity
Preset Models
SVM	0.76	0.82	1.00	0.00
GB	0.72	0.78	1.00	0.33
XGB	0.75	0.76	0.62	0.50
Hyper-tuned Models
SVM	0.79	0.85	0.74	0.82
GB	0.77	0.78	0.68	0.82
XGB	0.81	0.82	0.79	0.82
HVE	0.79	0.82	0.68	0.86

ISSN: 1745-6150