Application of a New Feature Generation Algorithm in Intrusion Detection System

Table 15

Comparison of the results of the original Catboost algorithm and mgfg + Catboost algorithm 1.

Dataset		KDD99 (%)			NSL-KDD (%)
Classification		Binary	Five	Multiple	Binary	Five	Multiple
Method	Catboost	92.67	92.38	97.59	78.95	92.38	85.98
	mgfg + Catboost	100	100	98.22	100	99.99	89.65