Table 41.

Multiclass classification report for NSLKDD using Adaboost Reptree.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.10	1.20	98.90	99.10	99.00	99.90
2	Neptune	99.90	0.30	99.40	99.90	99.60	100.00
3	Warezclient	94.70	0.00	93.00	94.70	93.90	100.00
4	Ipsweep	90.00	0.00	98.40	90.00	94.00	99.90
5	Portsweep	92.00	0.10	96.90	92.00	94.40	99.10
6	Teardrop	100.00	0.00	95.20	100.00	97.60	100.00
7	Nmap	92.70	0.30	77.40	92.70	84.40	99.40
8	Satan	93.10	0.30	90.50	93.10	91.80	99.60
9	Smurf	99.90	0.10	94.70	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	99.30	100.00	99.60	100.00
12	Guess_passwd	96.50	0.00	97.00	96.50	96.80	99.80
13	Warezmaster	93.50	0.00	98.50	93.50	99.70	98.10
14	Saint	0.00	0.00	0.00	0.00	0.00	98.50
15	Mscan	97.40	0.00	93.90	97.40	95.60	99.80
16	Apache2	99.10	0.00	100.00	99.10	99.50	99.90
17	Snmpgetattack	0.00	0.00	0.00	0.00	0.00	99.50
18	Processtable	99.50	0.00	100.00	95.50	99.80	100.00
19	Httptunnel	87.50	0.00	87.50	87.50	87.50	97.80
20	Snmpguess	40.00	0.10	55.90	40.00	46.60	99.80
21	Mailbomb	98.70	0.00	98.70	98.70	98.70	99.70
22	Weighted Avg	98.20	0.80	97.90	98.20	98.00	99.90