85
Table 66: MLP on the split multiclass test set (validation)
precision recall f1-score support
back
0.98
0.99
0.99
194
buffer_overflow 0.50
0.62
0.56
8
ftp_write
0.50
0.50
0.50
2
guess_passwd
0.85
1.00
0.92
11
imap
1.00
1.00
1.00
3
ipsweep
0.99
0.97
0.98
718
land
1.00
0.80
0.89
5
multihop
0.00
0.00
0.00
0
neptune
1.00
1.00
1.00
8259
nmap
0.94
0.99
0.96
279
normal
1.00
0.99
1.00
13499
perl
1.00
1.00
1.00
1
pod
0.98
1.00
0.99
40
portsweep
0.99
0.99
0.99
622
rootkit
0.00
0.00
0.00
0
satan
0.98
0.99
0.98
713
smurf
0.99
0.99
0.99
504
spy
0.00
0.00
0.00
0
teardrop
1.00
1.00
1.00
161
warezclient
0.86
0.96
0.91
166
warezmaster
1.00
0.80
0.89
10
accuracy
1.00
25195
macro avg
0.79
0.79
0.79
25195
weighted avg
1.00
1.00
1.00
25195