Table 24.

Multiclass classification report for KDD99 using Bagging J48.

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	69.20	0.00	81.80	69.20	75.00	92.30
3	Loadmodule	0.00	0.00	0.00	0.00	0.00	59.80
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	93.80	100.00	96.80	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	99.00	0.00	97.60	99.00	98.30	99.80
11	Ipsweep	97.60	0.10	81.40	97.60	88.80	99.30
12	Land	100.00	0.00	83.30	100.00	90.90	100.00
13	Ftp_write	0.00	0.00	0.00	0.00	0.00	99.90
14	Back	99.80	0.00	100.00	99.80	99.90	100.00
15	Imap	50.00	0.00	100.00	50.00	66.70	87.50
16	Satan	98.50	0.00	99.30	98.50	98.90	99.90
17	Phf	0.00	0.00	0.00	0.00	0.00	94.50
18	Nmap	55.60	0.00	97.20	55.60	70.70	99.10
19	Multihop	50.00	0.00	50.00	50.00	50.00	75.00
20	Warezmaster	60.00	0.00	100.00	60.00	75.00	80.00
21	Warezclient	93.60	0.00	97.20	93.60	95.40	99.80
22	Weighted Avg	99.90	0.00	99.90	99.90	99.90	100.00