Table 47.

Comparison analysis of our proposed model with other ensemble models.

Method	Accuracy Detection Rate (%)	FR Rate (%)
DAR Ensemble [52]	78.88	N/A
Naive Bayes-KNN-CF [53]	82.00	05.43
Feature Selection + SVM [54]	82.37	15.00
GAR Forest + Symmatrixal Uncertainity [55]	85.00	12.20
Bagging j48 [56]	84.25	02.79
PCA+PSO [57]	99.40	0.60
Propose Model Bagging Random Forest (KDD99 dataset)	99.90	0.00
Propose Model Bagging Random Forest (NSLKDD dataset)	98.60	0.50