Research Article

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

Table 6

The WPA2 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 6000 0.906 0.935 0.920 0.916 0.906 0.970 0.937 0.961
Fake AP 1000 0.998 0.952 0.974 0.973 0.985 0.945 0.965 0.969
Fake authentication 1000 0.734 0.483 0.582 0.713 0.934 0.448 0.605 0.694
Deauthentication 1000 0.984 0.967 0.975 0.981 0.981 0.978 0.980 0988
Syn flooding 1000 0.822 0.997 0.901 0.998 0.874 0.997 0.931 0.998