Table 44.

Multiclass classification report for NSLKDD using Bagging Reptree.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.20	1.20	98.90	99.20	99.00	99.90
2	Neptune	99.90	0.30	99.30	99.90	99.60	100.00
3	Warezclient	92.50	0.00	98.00	92.50	95.20	100.00
4	Ipsweep	89.70	0.00	98.80	94.10	94.00	99.80
5	Portsweep	91.50	0.10	96.10	91.50	93.80	98.80
6	Teardrop	100.00	0.00	95.60	100.00	97.70	100.00
7	Nmap	92.90	0.30	77.20	92.90	84.50	97.90
8	Satan	93.90	0.30	91.10	93.90	92.50	99.30
9	Smurf	98.40	0.00	94.60	99.90	97.20	100.00
10	Pod	98.40	0.00	95.30	98.40	96.80	100.00
11	Back	100.00	0.00	99.80	100.00	99.90	100.00
12	Guess_passwd	94.40	0.00	98.30	94.40	96.30	99.70
13	Warezmaster	92.70	0.00	98.80	92.70	95.70	100.00
14	Saint	0.00	0.00	0.00	0.00	0.00	96.60
15	Mscan	98.70	0.00	95.20	98.70	96.90	100.00
16	Apache2	99.10	0.00	100.00	99.10	99.50	99.90
17	Snmpgetattack	01.80	0.00	50.00	01.80	03.40	99.70
18	Processtable	99.50	0.00	100.00	99.50	99.80	100.00
19	Httptunnel	87.50	0.00	87.50	87.50	87.50	97.50
20	Snmpguess	40.00	0.10	55.90	40.00	46.60	99.90
21	Mailbomb	98.70	0.00	91.40	98.70	94.90	99.30
22	Weighted Avg	98.20	0.70	98.00	98.20	98.10	99.90