BMC Medical Informatics and Decision Making

Table 7 The best performance metrics for time-independent ML-based models

From: Anomaly prediction of CT equipment based on IoMT data

Model	Acc	Rec	Pre	F1	AUC
DT	0.75	0.57	0.31	0.37	0.68
SVM	0.92	0.06	0.24	0.08	0.52
LR	0.68	0.64	0.28	0.36	0.67
NB	0.71	0.41	0.26	0.28	0.60
KNN	0.64	0.75	0.28	0.39	0.69
RFs	0.74	0.63	0.35	0.42	0.70
Our Best Model: NB	0.79	0.77	0.45	0.51	0.88
Our Best Model: KNN	0.76	0.83	0.42	0.54	0.80

Back to article page

ISSN: 1472-6947

Contact us

General enquiries: journalsubmissions@springernature.com