Table 42.

Multiclass classification report for NSLKDD using Bagging J48.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.10	1.10	99.00	99.10	99.10	99.90
2	Neptune	100.00	0.00	99.90	100.00	99.90	100.00
3	Warezclient	92.90	0.00	95.00	92.90	93.90	99.70
4	Ipsweep	90.50	0.00	99.50	90.50	94.80	99.80
5	Portsweep	98.40	0.00	98.10	98.40	98.20	99.50
6	Teardrop	100.00	0.00	96.30	100.00	98.10	100.00
7	Nmap	96.00	0.30	78.20	96.00	86.20	99.90
8	Satan	97.20	0.30	91.90	97.20	94.40	99.90
9	Smurf	99.50	0.10	93.70	99.50	96.50	100.00
10	Pod	98.40	0.00	95.30	98.40	96.80	100.00
11	Back	99.80	0.00	99.80	99.80	99.80	100.00
12	Guess_passwd	95.70	0.00	95.70	96.70	96.70	99.70
13	Warezmaster	93.50	0.00	98.10	93.50	95.70	95.70
14	Saint	01.00	0.00	25.00	01.00	02.20	98.20
15	Mscan	96.00	0.00	97.00	96.00	96.50	96.50
16	Apache2	99.10	0.00	100.00	99.10	99.50	99.90
17	Snmpgetattack	03.50	0.00	66.70	03.50	06.70	99.70
18	Processtable	99.50	0.00	99.10	99.50	99.30	100.00
19	Httptunnel	95.00	0.00	90.50	92.70	92.70	97.50
20	Snmpguess	40.00	0.10	55.90	40.00	46.60	99.80
21	Mailbomb	96.00	0.00	94.70	96.00	95.40	99.30
22	Weighted Avg	98.50	0.60	98.40	98.50	98.30	99.90