Research Article
Application of a New Feature Generation Algorithm in Intrusion Detection System
Table 13
Results of mgfg algorithm with different algorithms on different datasets 1.
| Dataset | KDD99 (%) | NSL-KDD (%) | Classification | Binary | Five | Multiple | Binary | Five | Multiple |
| Method | mgfg + DT | 100 | 100 | 96.07 | 100 | 100 | 99.96 | mgfg + Bagger | 100 | 96.18 | 96.11 | 100 | 100 | 98.77 | mgfg + RF | 100 | 96.12 | 97.93 | 100 | 89.08 | 88.01 | mgfg + Xgboost | 100 | 100 | 99.42 | 100 | 100 | 90.84 |
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