Intrusion detection system combined enhanced random forest with SMOTE algorithm

EURASIP Journal on Advances in Signal Processing

Table 6 Comparison of the proposed model with the state-of-the-art on the NSL-KDD

Study	Dataset	Classifier	ACC (%)
Golrang et al. [19]	NSL-KDD	Random forest	99.4
Gao et al. [20]		Incremental extreme learning machine (I-ELM) and adaptive principal component (A-PCA)	81.22
Belouch et al. [21]		RepTree	89.85
Salo F et al. [22]		Ensemble (SVM, IBK and MLP)	98.24
Our method		Enhanced random forest	99.72