78
K-nearest neighbours:
Table 53: knn on the split multiclass training set
precision recall f1-score support
back
0.96
0.96
0.96
760
buffer_overflow 0.00
0.00
0.00
0
ftp_write
0.00
0.00
0.00
0
guess_passwd
0.97
0.66
0.79
59
imap
0.00
0.00
0.00
0
ipsweep
0.93
0.99
0.96
2728
land
0.00
0.00
0.00
0
loadmodule
0.00
0.00
0.00
0
multihop
0.00
0.00
0.00
0
neptune
1.00
0.98
0.99
33544
nmap
0.96
0.95
0.95
1217
normal
1.00
0.99
0.99
54113
perl
0.00
0.00
0.00
0
phf
0.00
0.00
0.00
0
pod
0.99
0.98
0.98
161
portsweep
0.84
0.99
0.91
1961
rootkit
0.00
0.00
0.00
0
satan
0.92
0.98
0.95
2726
smurf
1.00
0.99
0.99
2171
spy
0.00
0.00
0.00
0
teardrop
0.99
1.00
1.00
725
warezclient
0.84
0.96
0.90
613
warezmaster
0.00
0.00
0.00
0
accuracy
0.99
100778
macro avg
0.50
0.50
0.49
100778
weighted avg
0.99
0.99
0.99
100778