Research Article

Application of a New Feature Generation Algorithm in Intrusion Detection System

Table 12

Comparison with other multiclassification algorithms.

DatasetKDD99 (%)NSL-KDD (%)
ClassificationBinaryFiveMultipleBinaryFiveMultiple

ResearchCelestine Iwendi (2020)99.80-99.9098.98-98.60
Thaseen S. (2016)----92.81-
Thaseen S. (2019)----99.23-
B. Riyaz (2020)----98.88-
mgfg + Xgboost10010099.4210010090.84