Table 39.

Multiclass classification report for NSLKDD using Adaboost J48.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.00	1.20	98.90	99.00	99.00	99.99
2	Neptune	100.00	0.00	99.90	100.00	99.90	100.00
3	Warezclient	90.20	0.00	95.60	90.20	92.80	99.80
4	Ipsweep	90.50	0.00	99.50	90.50	94.80	99.90
5	Portsweep	97.90	0.10	97.10	97.90	97.50	99.90
6	Teardrop	100.00	0.00	96.30	100.00	98.10	100.00
7	Nmap	96.20	0.30	78.20	96.20	86.30	99.90
8	Satan	97.20	0.30	91.40	97.20	94.20	99.80
9	Smurf	99.50	0.20	93.30	99.50	94.40	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	96.80	0.00	96.50	96.80	96.70	99.50
13	Warezmaster	92.40	0.00	98.10	92.40	95.10	99.20
14	Saint	0.00	0.00	0.00	0.00	0.00	95.40
15	Mscan	95.70	0.00	94.80	95.70	95.20	99.80
16	Apache2	99.10	0.00	100.00	99.10	99.50	99.80
17	Snmpgetattack	1.80	0.00	100.00	1.80	3.40	98.80
18	Processtable	99.50	0.00	99.50	99.50	99.50	100.00
19	Httptunnel	95.00	0.00	90.50	95.00	92.70	97.50
20	Snmpguess	40.00	0.10	55.90	46.60	47.20	99.30
21	Mailbomb	88.00	0.00	95.70	88.00	91.70	99.30
22	Weighted Avg	98.40	0.60	98.30	98.40	98.30	99.90