60
Decision Tree:
Table 17: decision tree on the multiclass training set
precision recall
f1-score support
back
1.00
1.00
1.00
956
buffer_overflow 1.00
1.00
1.00
30
ftp_write
1.00
1.00
1.00
8
guess_passwd
1.00
1.00
1.00
53
imap
1.00
1.00
1.00
11
ipsweep
1.00
1.00
1.00
3608
land
1.00
0.82
0.90
22
loadmodule
1.00
1.00
1.00
9
multihop
1.00
1.00
1.00
7
neptune
1.00
1.00
1.00
41214
nmap
0.99
1.00
1.00
1485
normal
1.00
1.00
1.00
67342
perl
1.00
1.00
1.00
3
phf
1.00
1.00
1.00
4
pod
1.00
1.00
1.00
200
portsweep
1.00
1.00
1.00
2930
rootkit
0.90
1.00
0.95
9
satan
1.00
1.00
1.00
3632
smurf
1.00
1.00
1.00
2646
spy
1.00
1.00
1.00
2
teardrop
1.00
1.00
1.00
892
warezclient
1.00
1.00
1.00
890
warezmaster
1.00
1.00
1.00
20
accuracy
1.00
125973
macro avg
1.00
0.99
0.99
125973
weighted avg
1.00
1.00
1.00
125973