76
Table 48: decision tree on the split multiclass test set (validation)
precision recall f1-score support
back
1.00
0.99
1.00
197
buffer_overflow 0.80
0.73
0.76
11
ftp_write
0.00
0.00
0.00
4
guess_passwd
0.77
1.00
0.87
10
imap
1.00
1.00
1.00
3
ipsweep
0.99
0.99
0.99
704
land
0.75
0.60
0.67
5
loadmodule
0.00
0.00
0.00
4
multihop
0.00
0.00
0.00
0
neptune
1.00
1.00
1.00
8261
nmap
0.98
0.99
0.98
290
normal
1.00
1.00
1.00
13457
perl
0.00
0.00
0.00
0
phf
0.00
0.00
0.00
2
pod
1.00
1.00
1.00
41
portsweep
0.99
0.99
0.99
627
rootkit
0.00
0.00
0.00
1
satan
0.99
0.99
0.99
720
smurf
1.00
1.00
1.00
505
spy
0.00
0.00
0.00
1
teardrop
1.00
1.00
1.00
161
warezclient
0.97
0.99
0.98
182
warezmaster
1.00
0.89
0.94
9
accuracy
1.00
25195
macro avg
0.66
0.66
0.66
25195
weighted avg
1.00
1.00
1.00
25195