Journal of Big Data

Table 4 Results using 42 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	94.49	94.21	86.71	81.54	98.06	89.04
LR	93.22	92.87	79.59	73.32	98.94	84.22
kNN	96.76	93.60	83.18	79.15	94.30	86.06
SVM	70.98	70.63	62.42	60.91	88.58	71.18
DT	93.65	93.37	88.13	83.91	96.47	90.00

Back to article page