Botnet Detection Using Support Vector Machines with Artificial Fish Swarm Algorithm

Table 4

The experimental results of AFSA and GA, 5-fold cross-validations.

Datasets	AFSA-SVM			GA-SVM
	No. of selected features	Average accuracy rate (%)	Executed time (sec)	No. of selected features	Average accuracy rate (%)	Executed time (sec)
Botnet1	6	97.76	19843	7.2	97.30	22831
Botnet2	5.6	98.22	21460	6.8	96.87	22868
Botnet3	6	99.56	22436	7.8	99.11	21583