67
Table 30: Gaussian Naive Bayes on multiclass test set (validation)
precision recall f1-score support
apache2
0.00
0.00
0.00
0
back
0.38
0.06
0.10
2358
buffer_overflow 0.00
0.00
0.00
0
ftp_write
0.33
0.01
0.02
84
guess_passwd
0.02
1.00
0.04
27
httptunnel
0.00
0.00
0.00
0
imap
0.00
0.00
0.00
0
ipsweep
0.99
0.22
0.35
646
land
1.00
1.00
1.00
7
loadmodule
0.00
0.00
0.00
98
mailbomb
0.00
0.00
0.00
0
mscan
0.00
0.00
0.00
0
multihop
0.22
0.18
0.20
22
named
0.00
0.00
0.00
0
neptune
0.98
0.97
0.98
4701
nmap
1.00
0.41
0.58
179
normal
0.62
0.59
0.60
10215
perl
0.00
0.00
0.00
0
phf
0.50
1.00
0.67
1
pod
0.98
0.65
0.78
62
portsweep
0.74
0.11
0.19
1070
processtable
0.00
0.00
0.00
0
ps
0.00
0.00
0.00
0
rootkit
0.15
0.00
0.01
489
saint
0.00
0.00
0.00
0
satan
0.00
0.14
0.01
21
sendmail
0.00
0.00
0.00
0
smurf
0.98
0.97
0.97
669
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
0.01
0.02
1335
udpstorm
0.00
0.00
0.00
0
warezclient
0.00
0.00
0.00
216
warezmaster
0.24
0.66
0.35
344
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
0.53
22544
macro avg
0.26
0.20
0.18
22544
weighted avg
0.70
0.53
0.55
22544