79
Table 54: knn on the split multiclass test set (validation)
precision recall f1-score support
back
0.94
0.98
0.96
189
buffer_overflow 0.00
0.00
0.00
0
ftp_write
0.00
0.00
0.00
0
guess_passwd
0.85
0.55
0.67
20
imap
0.00
0.00
0.00
0
ipsweep
0.93
0.99
0.96
665
land
0.00
0.00
0.00
0
multihop
0.00
0.00
0.00
0
neptune
1.00
0.98
0.99
8411
nmap
0.97
0.94
0.96
302
normal
1.00
0.99
0.99
13531
perl
0.00
0.00
0.00
0
pod
0.98
1.00
0.99
40
portsweep
0.84
1.00
0.91
524
rootkit
0.00
0.00
0.00
0
satan
0.91
0.98
0.94
672
smurf
1.00
0.97
0.98
522
spy
0.00
0.00
0.00
0
teardrop
0.99
1.00
0.99
159
warezclient
0.83
0.96
0.89
160
warezmaster
0.00
0.00
0.00
0
accuracy
0.99
25195
macro avg
0.53
0.54
0.53
25195
weighted avg
0.99
0.99
0.99
25195