Hybrid Modified -Means with C4.5 for Intrusion Detection Systems in Multiagent Systems

Table 2

The accuracy results of the MAS-IDS versus hybrid -means and C4.5 [30].

Training dataset	Testing dataset	MAS-IDS	Hybrid -means and C4.5
trainDS1	testDS1	0.9031	0.8993
	testDS2	0.91745	0.916021
	testDS3	0.9126	0.909633
	testDS4	0.9147	0.911625
trainDS2	testDS1	0.8874	0.8742
	testDS2	0.9107	0.9008
	testDS3	0.904367	0.894967
	testDS4	0.90545	0.89475
trainDS3	testDS1	0.9058	0.8932
	testDS2	0.92225	0.9135
	testDS3	0.91667	0.9049
	testDS4	0.916125	0.90805
trainDS4	testDS1	0.9099	0.8963
	testDS2	0.9215	0.90815
	testDS3	0.9155	0.9016
	testDS4	0.918025	0.90625
value		0.00000028