Research Article

Botnet Detection Using Support Vector Machines with Artificial Fish Swarm Algorithm

Table 6

The experimental results of AFSA and GA, 10-fold cross-validations.

DatasetsAFSA-SVMGA-SVM
No. of selected featuresAverage accuracy rate (%)Executed time (sec)No. of selected featuresAverage accuracy rate (%)Executed time (sec)

Botnet1410039345.897.3125662
Botnet24.499.11135056.299.565234
Botnet35100102566.597.2916523