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

Table 5

Comparison of processing time required by MAS-IDS and other nonagents hybrid modified -means and C4.5.

Number of agents	Testing dataset	Number of computers (processing time in seconds)
		1	2	3	4	5
1	newTestDS1	15.349	13.57	13.219	7.841	6.972
	newTestDS2	31.607	26.554	26.228	15.309	13.424
	newTestDS3	45.893	41.587	35.910	23.462	20.162
	newTestDS4	64.172	76.688	72.101	44.509	37.723
2	newTestDS1	8.852	8.304	7.102	5.843	4.630
	newTestDS2	17.339	17.883	16.310	13.160	10.110
	newTestDS3	26.184	27.500	22.502	16.931	15.313
	newTestDS4	40.226	64.332	49.853	37.263	36.832
3	newTestDS1	8.121	8.242	6.940	5.34	4.575
	newTestDS2	13.472	12.767	11.743	9.957	8.374
	newTestDS3	20.735	22.689	20.186	15.788	14.421
	newTestDS4	32.604	52.819	48.814	36.589	35.536
4	newTestDS1	6.699	6.818	5.891	4.631	3.854
	newTestDS2	11.776	14.209	11.104	9.375	8.116
	newTestDS3	18.613	20.927	17.613	14.490	13.413
	newTestDS4	29.399	51.852	46.811	35.564	34.90
5	newTestDS1	6.146	6.659	5.579	4.555	3.715
	newTestDS2	11.534	13.685	10.580	9.198	7.924
	newTestDS3	17.568	20.662	17.497	14.44	13.62
	newTestDS4	29.349	51.527	43.956	34.521	32.349
6	newTestDS1	6.68	6.601	5.393	4.465	3.224
	newTestDS2	11.318	12.922	10.531	8.980	7.567
	newTestDS3	17.419	20.203	16.938	15.788	12.656
	newTestDS4	28.660	50.67	41.475	32.390	31.989
7	newTestDS1	5.871	6.443	5.272	4.258	3.150
	newTestDS2	11.134	12.787	10.494	8.680	7.685
	newTestDS3	17.223	20.683	16.556	15.178	12.362
	newTestDS4	28.438	45.539	39.859	30.447	30.20
8	newTestDS1	5.481	6.204	4.289	4.84	3.89
	newTestDS2	11.011	13.24	9.913	8.369	7.399
	newTestDS3	17.150	19.713	16.483	14.81	11.181
	newTestDS4	27.303	40.39	38.156	30.196	29.851