Situation Element Extraction Based on Fuzzy Rough Set and Combination Classifier

Table 7

Comparison of recognition recall rate between combined classifier and neural network.

Target recognition system	Total recognition rate	Normal recall	Probe recall	DOS recall	U2R recall	R2L recall	Training loss
CNN	0.7373	0.9701	0.5184	0.7741	0.0150	0.0641	0.0155
DNN	0.7648	0.9761	0.5973	0.8284	0.0150	0.0494	0.0120
GRU	0.7417	0.9719	0.5820	0.7659	0.0450	0.0559	0.0082
LSTM	0.7523	0.9631	0.6332	0.7891	0.0450	0.0654	0.0079
Combined classifier system	0.9449	0.9876	0.9996	0.9983	0.2900	0.6304	0.0054