Table 22.

Multiclass classification report for KDD99 using Adaboost Random Forest.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.80	0.00	99.90	99.80	99.80	100.00
2	Buffer-overflow	61.50	0.00	88.90	61.50	72.70	96.10
3	Loadmodule	20.00	0.00	33.33	20.00	25.00	89.70
4	Perl	100.00	0.00	100.00	100.00	100.00	100.00
5	Neptune	100.00	0.00	100.00	100.00	100.00	100.00
6	Smurf	100.00	0.00	100.00	100.00	100.00	100.00
7	Guess_passwd	100.00	0.00	100.00	100.00	100.00	100.00
8	Pod	100.00	0.00	100.00	100.00	100.00	100.00
9	Teardrop	100.00	0.00	100.00	100.00	100.00	100.00
10	Portsweep	96.90	0.00	99.30	96.90	98.10	100.00
11	Ipsweep	97.90	0.10	81.60	97.90	89.00	99.40
12	Land	80.00	0.00	80.00	80.00	80.00	99.90
13	Ftp_write	0.00	0.00	0.00	0.00	0.00	100.00
14	Back	100.00	0.00	100.00	100.00	100.00	100.00
15	Imap	100.00	0.00	100.00	100.00	100.00	100.00
16	Satan	98.70	0.00	99.40	98.70	99.00	99.90
17	Phf	100.00	0.00	100.00	100.00	100.00	100.00
18	Nmap	52.40	0.00	100.00	52.40	68.80	99.10
19	Multihop	50.00	0.00	100.00	50.00	66.70	100.00
20	Warezmaster	60.00	0.00	75.00	60.00	66.70	99.80
21	Warezclient	94.50	0.00	97.80	94.50	96.10	98.80
22	Weighted Avg	99.90	0.00	99.90	99.90	99.90	100.00