An Approach Based on the Improved SVM Algorithm for Identifying Malware in Network Traffic

Table 5

Comparison of accuracy and FPR on four collected datasets.

Dataset	Metric (%)	SVM	LA-SVM	NBM	DTM	NTMI
NTDS1	Accuracy	82.6	84.2	83.2	87.2	92.4
	FPR	12.45	11.90	9.56	9.47	5.78
NTDS2	Accuracy	82.8	84.8	84.3	87.5	92.5
	FPR	11.34	10.58	9.73	9.36	5.74
NTDS3	Accuracy	84.3	84.4	86.2	85.9	92.0
	FPR	10.87	9.94	9.46	10.18	5.41
NTDS4	Accuracy	84.6	85.6	86.2	86.6	93.1
	FPR	11.08	8.69	10.14	9.92	5.18
Average	Accuracy	83.57	84.75	84.97	86.8	92.5
	FPR	11.435	10.277	9.722	9.732	5.527