Table 23.

Multiclass classification report for KDD99 using Adaboost Reptree.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.70	0.00	99.80	99.70	99.80	100.00
2	Buffer-overflow	53.80	0.00	77.80	53.80	63.60	99.90
3	Loadmodule	0.00	0.00	0.00	0.00	0.00	99.90
4	Perl	0.00	0.00	0.00	0.00	0.00	100.00
5	Neptune	100.00	0.00	99.90	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	83.30	100.00	90.90	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	94.80	0.00	99.30	94.80	97.00	99.40
11	Ipsweep	97.10	0.10	81.30	97.10	88.50	99.90
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	99.80	100.00	99.90	100.00
15	Imap	75.00	0.00	100.00	75.00	85.70	85.10
16	Satan	98.50	0.00	98.50	98.50	98.50	99.90
17	Phf	0.00	0.00	0.00	0.00	0.00	99.30
18	Nmap	52.40	0.00	100.00	52.40	68.80	99.90
19	Multihop	0.00	0.00	0.00	0.00	0.00	99.80
20	Warezmaster	60.00	0.00	100.00	60.00	75.00	88.00
21	Warezclient	93.30	0.00	97.50	93.30	95.30	100.00
22	Weighted Avg	99.90	0.00	99.90	99.90	99.90	100.00