70
Table 36: MLP on multiclass test set (validation)
precision recall f1-score support
apache2
0.00
0.00
0.00
0
back
0.94
0.41
0.57
822
buffer_overflow 0.05
0.50
0.09
2
ftp_write
0.33
0.01
0.01
131
guess_passwd
0.00
0.25
0.00
4
httptunnel
0.00
0.00
0.00
0
imap
0.00
0.00
0.00
32
ipsweep
0.97
0.83
0.90
165
land
1.00
0.39
0.56
18
loadmodule
0.00
0.00
0.00
9
mailbomb
0.00
0.00
0.00
0
mscan
0.00
0.00
0.00
0
multihop
0.00
0.00
0.00
10
named
0.00
0.00
0.00
0
neptune
1.00
0.95
0.98
4863
nmap
0.99
0.43
0.60
168
normal
0.97
0.68
0.80
13994
perl
0.50
0.33
0.40
3
phf
0.50
0.25
0.33
4
pod
0.88
0.71
0.78
51
portsweep
0.94
0.35
0.51
421
processtable
0.00
0.00
0.00
0
ps
0.00
0.00
0.00
0
rootkit
0.00
0.00
0.00
3
saint
0.00
0.00
0.00
0
satan
0.77
0.56
0.65
1025
sendmail
0.00
0.00
0.00
0
smurf
1.00
0.99
0.99
674
snmpgetattack
0.00
0.00
0.00
0
snmpguess
0.00
0.00
0.00
0
spy
0.00
0.00
0.00
32
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
10
warezmaster
0.04
0.72
0.08
54
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
0.72
22544
macro avg
0.30
0.21
0.22
22544
weighted avg
0.96
0.72
0.81
22544