Research Article

Detecting Cyber-Attacks on Wireless Mobile Networks Using Multicriterion Fuzzy Classifier with Genetic Attribute Selection

Table 5

The WEP/WPA per-class performance of the proposed method with and without attribute selection (approximated to three decimal digits).

Normal/attack Count With attribute selection Without attribute selection
Precision Recall AUC Precision Recall AUC

Normal 15000 0.822 1 0.902 1 0.817 0.996 0.898 0.993
ChopChop 2300 1 0.326 0.491 0.627 0.855 0.130 0.226 0.521
Deauthentication 2300 0.945 0.971 0.958 0.984 0.938 0.981 0.959 0.989
Duration 2300 0.970 0.997 0.983 0.999 0.966 0.986 0.976 0.992
Fragmentation 2300 0.994 0.21 0.347 0.563 0.968 0.338 0.50 0.632