Journal of Big Data

Table 5 Results using 19 features—binary classification

From: Performance Analysis of Intrusion Detection Systems Using a Feature Selection Method on the UNSW-NB15 Dataset

ML Method	Tr. AC (%)	Val. AC (%)	Test AC (%)	Precision (%)	Recall (%)	F1-Score (%)
ANN	93.75	93.66	84.39	78.56	98.53	87.42
LR	89.21	89.25	77.64	73.18	93.74	82.20
kNN	95.86	94.73	84.46	80.31	95.09	87.08
SVM	75.42	75.51	60.89	58.89	95.88	72.97
DT	94.12	93.81	90.85	80.33	98.38	88.45

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