Table 45.

Comparison of proposed models for multiclass classification.

KDD99 Experiment Average Results
S.No.	Proposed Models	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Adaboost j48	99.90	0.00	99.90	99.90	99.90	100.00
2	Adaboost random forest	99.90	0.00	99.90	99.90	99.90	100.00
3	Adaboostreptree	99.90	0.00	99.90	99.90	99.90	100.00
4	Bagging j48	99.90	0.00	99.90	99.90	99.90	100.00
5	Bagging random forest	99.90	0.00	99.90	99.90	99.90	100.00
6	Bagging reptree	99.90	0.00	99.90	99.90	99.90	100.00
NSLKDD Experiment Average Results
S.No.	Proposed Models	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Adaboost j48	98.40	0.60	98.30	98.40	98.30	99.90
2	Adaboost random forest	98.50	0.60	98.30	98.50	98.40	99.80
3	Adaboostreptree	98.20	0.80	97.90	98.20	98.00	99.90
4	Bagging j48	98.50	0.60	98.40	98.50	98.30	99.90
5	Bagging random forest	98.60	0.50	98.40	98.60	98.40	99.90
6	Bagging reptree	98.20	0.70	98.00	98.20	98.10	99.90