58
Table 12: logistic regression on the multiclass test set (validation)
precision recall f1-score support
apache2
0.00
0.00
0.00
0
back
0.69
0.33
0.45
748
buffer_overflow 0.05
0.50
0.09
2
ftp_write
0.00
0.00
0.00
0
guess_passwd
0.00
0.17
0.00
6
httptunnel
0.00
0.00
0.00
0
imap
0.00
0.00
0.00
49
ipsweep
0.97
0.76
0.85
181
land
0.43
1.00
0.60
3
loadmodule
0.00
0.00
0.00
2
mailbomb
0.00
0.00
0.00
0
mscan
0.00
0.00
0.00
0
multihop
0.00
0.00
0.00
2
named
0.00
0.00
0.00
0
neptune
0.99
0.93
0.96
4984
nmap
0.99
0.41
0.58
174
normal
0.93
0.66
0.77
13724
perl
0.00
0.00
0.00
0
phf
0.50
0.17
0.25
6
pod
0.95
0.71
0.81
55
portsweep
0.92
0.50
0.64
290
processtable
0.00
0.00
0.00
0
ps
0.00
0.00
0.00
0
rootkit
0.08
0.06
0.07
16
saint
0.00
0.00
0.00
0
satan
0.96
0.62
0.75
1151
sendmail
0.00
0.00
0.00
0
smurf
1.00
0.65
0.79
1026
snmpgetattack
0.00
0.00
0.00
0
snmpguess
0.00
0.00
0.00
0
sqlattack
0.00
0.00
0.00
0
teardrop
1.00
0.24
0.39
49
udpstorm
0.00
0.00
0.00
0
warezclient
0.00
0.00
0.00
75
warezmaster
0.00
1.00
0.00
1
worm
0.00
0.00
0.00
0
xlock
0.00
0.00
0.00
0
xsnoop
0.00
0.00
0.00
0
xterm
0.00
0.00
0.00
0
accuracy
0.70
22544
macro avg
0.27
0.22
0.21
22544
weighted avg
0.94
0.70
0.79
22544