Table 43.

Multiclass classification report for NSLKDD using Bagging Random Forest.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.20	1.10	99.10	99.20	99.20	99.90
2	Neptune	100.00	0.00	99.80	100.00	99.90	100.00
3	Warezclient	98.90	0.00	93.30	98.90	96.00	100.00
4	Ipsweep	90.90	0.00	99.70	90.90	95.10	100.00
5	Portsweep	95.50	0.00	99.20	96.50	97.90	99.80
6	Teardrop	99.60	0.00	96.30	99.60	97.90	100.00
7	Nmap	95.30	0.30	78.60	95.30	86.20	99.90
8	Satan	96.70	0.30	91.90	96.70	94.20	99.90
9	Smurf	99.90	0.10	94.50	99.90	97.70	100.00
10	Pod	98.40	0.00	95.30	98.40	96.80	100.00
11	Back	100.00	0.00	100.00	100.00	100.00	100.00
12	Guess_passwd	96.80	0.00	97.30	96.80	97.00	99.60
13	Warezmaster	94.20	0.00	98.90	94.20	96.50	99.40
14	Saint	02.00	0.00	28.60	02.00	03.80	95.10
15	Mscan	99.30	0.00	95.90	99.30	97.60	100.00
16	Apache2	99.50	0.00	100.00	99.50	99.80	100.00
17	Snmpgetattack	07.00	0.00	50.00	07.00	12.30	98.80
18	Processtable	100.00	0.00	100.00	100.00	100.00	100.00
19	Httptunnel	92.50	0.00	92.50	92.50	92.50	97.50
20	Snmpguess	40.00	0.10	55.90	40.00	46.60	99.30
21	Mailbomb	98.70	0.00	97.40	98.70	98.00	99.30
22	Weighted Avg	98.60	0.50	98.40	98.60	98.40	99.90