Situation Element Extraction Based on Fuzzy Rough Set and Combination Classifier

Table 5

Comparison of recall rate between combined classifier and single classifier in classifier group.

Classifier	Total recognition rate	Normal recall	Probe recall	DOS recall	U2R recall	R2L recall
MLP	0.7505	0.9722	0.6072	0.7763	0.0650	0.0744
K-Neighbors	0.7548	0.9777	0.6584	0.7788	0.0550	0.0399
Logistic regression	0.7588	0.9725	0.7361	0.7869	0.0150	0.0033
Random forest	0.7527	0.9751	0.6109	0.8002	0.0050	0.0185
Combined classifier	0.9449	0.9876	0.9996	0.9983	0.2900	0.6304