Table 25.

Multiclass classification report for KDD99 using the Bagging Random Forest.

S.No.	Class	TP Rate	FP Rate	Precision	Recall	F1-Score	ROC Area
1	Normal	99.80	0.00	99.80	99.80	99.80	100.00
2	Buffer-overflow	61.50	0.00	80.00	61.50	69.69	100.00
3	Loadmodule	0.00	0.00	0.00	0.00	0.00	90.00
4	Perl	0.00	0.00	0.00	0.00	0.00	100.00
5	Neptune	100.00	0.00	99.90	100.00	99.90	100.00
6	Smurf	100.00	0.00	100.00	100.00	100.00	100.00
7	Guess_passwd	100.00	0.00	88.20	100.00	93.80	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	93.80	0.00	100.00	93.80	96.80	97.80
11	Ipsweep	97.60	0.10	81.60	97.60	88.90	99.30
12	Land	80.00	0.00	80.00	80.00	80.00	90.00
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	100.00
16	Satan	97.80	0.00	99.80	97.80	98.80	99.70
17	Phf	0.00	0.00	0.00	0.00	0.00	100.00
18	Nmap	54.00	0.00	100.00	54.00	70.10	98.30
19	Multihop	0.00	0.00	0.00	0.00	0.00	75.00
20	Warezmaster	60.00	0.00	100.00	60.00	75.00	90.00
21	Warezclient	93.30	0.00	97.50	93.30	95.43	100.00
22	Weighted Avg	99.90	0.00	99.90	99.90	99.90	100.00