Table 40.

Multiclass classification report for NSLKDD using the Adaboost Random Forest.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.20	1.10	99.00	99.20	99.10	99.80
2	Neptune	100.00	0.10	99.70	100.00	99.80	100.00
3	Warezclient	95.50	0.00	94.40	95.50	95.00	99.80
4	Ipsweep	90.60	0.00	99.60	90.60	94.90	99.80
5	Portsweep	95.90	0.00	99.40	95.90	97.60	99.10
6	Teardrop	100.00	0.00	95.20	100.00	97.60	100.00
7	Nmap	96.20	0.30	77.90	96.20	86.10	99.90
8	Satan	94.90	0.30	92.20	94.90	93.20	99.30
9	Smurf	99.90	0.10	99.90	97.20	97.20	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	96.50	0.00	97.00	96.50	96.80	99.90
13	Warezmaster	94.90	0.00	97.00	94.90	96.00	98.10
14	Saint	02.00	0.00	40.00	02.20	03.90	91.70
15	Mscan	98.70	0.00	97.40	98.70	98.80	99.80
16	Apache2	99.50	0.00	100.00	99.50	99.80	99.80
17	Snmpgetattack	0.70	0.00	33.30	07.00	11.60	97.10
18	Processtable	99.50	0.00	95.00	95.00	99.00	100.00
19	Httptunnel	95.00	0.00	95.00	95.00	95.00	97.50
20	Snmpguess	40.00	0.10	55.90	40.00	46.60	99.30
21	Mailbomb	98.70	0.00	98.70	98.70	98.70	99.30
22	Weighted Avg	98.50	0.60	98.30	98.50	98.40	99.80