Table 12 Confusion matrix for CICIDS2017
Phases | Feature | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Full feature set | Reduced feature set | |||||||||||||||||||||||||||||||
Class | N | B | BF | DD | DGE | DH | DSHT | DS | FB | HB | I | PS | S | SP | X | Class | N | B | BF | DD | DGE | DH | DSHT | DS | FB | HB | I | PS | S | SP | X | |
Training | N | 54,082 | 3 | 0 | 5 | 2 | 0 | 4 | 0 | 1 | 0 | 1 | 4 | 0 | 4 | 3 | N | 15,736 | 2 | 0 | 4 | 2 | 0 | 3 | 0 | 1 | 0 | 1 | 3 | 0 | 3 | 2 |
B | 1 | 13,687 | 1 | 9 | 1 | 0 | 0 | 1 | 0 | 0 | 6 | 5 | 0 | 0 | 0 | B | 1 | 12,576 | 1 | 8 | 1 | 0 | 0 | 1 | 0 | 0 | 5 | 6 | 0 | 0 | 0 | |
BF | 0 | 3 | 33,567 | 3 | 0 | 5 | 0 | 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | BF | 0 | 2 | 2769 | 2 | 0 | 4 | 0 | 5 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | |
DD | 0 | 7 | 3 | 17,026 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 5 | 0 | 9 | DD | 0 | 6 | 2 | 16,020 | 3 | 0 | 0 | 2 | 0 | 0 | 0 | 2 | 3 | 0 | 7 | |
DGE | 5 | 0 | 0 | 4 | 12,311 | 6 | 10 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | DGE | 5 | 0 | 0 | 4 | 11,201 | 6 | 8 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | |
DH | 4 | 0 | 0 | 0 | 11 | 8461 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | DH | 4 | 0 | 0 | 0 | 11 | 7150 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | |
DSHT | 13 | 0 | 9 | 0 | 0 | 1 | 5438 | 0 | 16 | 1 | 7 | 0 | 0 | 0 | 0 | DSHT | 9 | 0 | 8 | 0 | 0 | 1 | 4327 | 0 | 11 | 1 | 6 | 0 | 0 | 0 | 0 | |
DS | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 4221 | 3 | 0 | 0 | 0 | 7 | 0 | 5 | DS | 0 | 2 | 0 | 0 | 0 | 2 | 0 | 3110 | 2 | 0 | 0 | 0 | 6 | 0 | 3 | |
FP | 0 | 6 | 0 | 10 | 7 | 7 | 0 | 9 | 9923 | 0 | 1 | 8 | 8 | 0 | 0 | FP | 0 | 5 | 0 | 9 | 6 | 6 | 0 | 6 | 8812 | 0 | 1 | 6 | 6 | 0 | 0 | |
HB | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 1 | 2 | 1246 | 0 | 3 | 1 | 0 | 1 | HB | 0 | 1 | 0 | 0 | 0 | 8 | 0 | 1 | 2 | 980 | 0 | 2 | 1 | 0 | 1 | |
I | 4 | 0 | 5 | 0 | 0 | 0 | 6 | 0 | 5 | 0 | 1289 | 0 | 0 | 1 | 3 | I | 3 | 0 | 4 | 0 | 0 | 0 | 6 | 0 | 4 | 0 | 1152 | 0 | 0 | 1 | 2 | |
PS | 4 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 2695 | 3 | 0 | 3 | PS | 3 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 0 | 3 | 1132 | 3 | 0 | 2 | |
S | 1 | 0 | 1 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0 | 5 | 2111 | 4 | 0 | S | 1 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 5 | 1753 | 4 | 0 | |
SP | 5 | 0 | 3 | 0 | 0 | 0 | 8 | 5 | 0 | 3 | 5 | 6 | 0 | 98 | 0 | SP | 4 | 0 | 3 | 0 | 0 | 0 | 9 | 6 | 0 | 3 | 6 | 5 | 0 | 1236 | 0 | |
X | 6 | 0 | 3 | 0 | 0 | 4 | 0 | 14 | 3 | 0 | 8 | 0 | 3 | 1 | 876 | X | 5 | 0 | 2 | 0 | 0 | 3 | 0 | 9 | 3 | 0 | 7 | 0 | 3 | 1 | 76 | |
Validation | N | 14,073 | 5 | 0 | 1 | 1 | 0 | 1 | 0 | 5 | 7 | 0 | 0 | 1 | 0 | 5 | N | 14,073 | 5 | 0 | 1 | 1 | 0 | 1 | 0 | 5 | 7 | 0 | 0 | 1 | 0 | 5 |
B | 7 | 6687 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | B | 7 | 6687 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | |
BF | 0 | 3 | 1831 | 0 | 0 | 5 | 0 | 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | BF | 0 | 3 | 1831 | 0 | 0 | 5 | 0 | 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | |
DD | 0 | 7 | 3 | 1695 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 5 | 0 | 9 | DD | 0 | 7 | 3 | 1695 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 5 | 0 | 9 | |
DGE | 5 | 0 | 0 | 4 | 141 | 6 | 10 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | DGE | 5 | 0 | 0 | 4 | 141 | 6 | 10 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | |
DH | 4 | 0 | 0 | 0 | 11 | 1399 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | DH | 4 | 0 | 0 | 0 | 11 | 1399 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | |
DSHT | 8 | 0 | 7 | 0 | 0 | 1 | 13,988 | 0 | 16 | 1 | 7 | 0 | 0 | 0 | 0 | DSHT | 8 | 0 | 7 | 0 | 0 | 1 | 13,988 | 0 | 16 | 1 | 7 | 0 | 0 | 0 | 0 | |
DS | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 2043 | 3 | 0 | 0 | 0 | 7 | 0 | 5 | DS | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 2043 | 3 | 0 | 0 | 0 | 7 | 0 | 5 | |
FP | 0 | 0 | 0 | 8 | 0 | 6 | 0 | 9 | 1823 | 0 | 1 | 8 | 8 | 0 | 0 | FP | 0 | 0 | 0 | 8 | 0 | 6 | 0 | 9 | 1823 | 0 | 1 | 8 | 8 | 0 | 0 | |
HB | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 1 | 2 | 305 | 0 | 3 | 1 | 0 | 1 | HB | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 1 | 2 | 305 | 0 | 3 | 1 | 0 | 1 | |
I | 0 | 0 | 5 | 0 | 6 | 0 | 4 | 0 | 5 | 0 | 623 | 0 | 0 | 1 | 3 | I | 0 | 0 | 5 | 0 | 6 | 0 | 4 | 0 | 5 | 0 | 623 | 0 | 0 | 1 | 3 | |
PS | 3 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 6 | 0 | 3 | 874 | 3 | 0 | 3 | PS | 3 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 6 | 0 | 3 | 874 | 3 | 0 | 3 | |
S | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 7 | 2257 | 0 | 5 | S | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 1 | 0 | 0 | 7 | 2257 | 0 | 5 | |
SP | 0 | 5 | 3 | 0 | 8 | 0 | 0 | 3 | 1 | 0 | 0 | 6 | 0 | 108 | 0 | SP | 0 | 5 | 3 | 0 | 8 | 0 | 0 | 3 | 1 | 0 | 0 | 6 | 0 | 108 | 0 | |
X | 11 | 0 | 1 | 0 | 0 | 4 | 4 | 1 | 5 | 1 | 0 | 6 | 9 | 0 | 1967 | X | 11 | 0 | 1 | 0 | 0 | 4 | 4 | 1 | 5 | 1 | 0 | 6 | 9 | 0 | 1967 | |
Testing | N | 11,789 | 1 | 0 | 5 | 0 | 2 | 0 | 3 | 1 | 0 | 1 | 4 | 0 | 4 | 3 | N | 11,789 | 1 | 0 | 5 | 0 | 2 | 0 | 3 | 1 | 0 | 1 | 4 | 0 | 4 | 3 |
B | 2 | 9632 | 3 | 0 | 2 | 0 | 6 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | B | 2 | 9632 | 3 | 0 | 2 | 0 | 6 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 0 | |
BF | 0 | 3 | 2289 | 3 | 0 | 5 | 0 | 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | BF | 0 | 3 | 2289 | 3 | 0 | 5 | 0 | 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | |
DD | 0 | 7 | 3 | 16,956 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 5 | 0 | 9 | DD | 0 | 7 | 3 | 16,956 | 3 | 0 | 0 | 3 | 0 | 0 | 0 | 3 | 5 | 0 | 9 | |
DGE | 5 | 0 | 0 | 4 | 1306 | 6 | 10 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | DGE | 5 | 0 | 0 | 4 | 1306 | 6 | 10 | 0 | 8 | 0 | 0 | 8 | 0 | 10 | 0 | |
DH | 4 | 0 | 0 | 0 | 11 | 825 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | DH | 4 | 0 | 0 | 0 | 11 | 825 | 0 | 0 | 5 | 0 | 5 | 0 | 0 | 0 | 0 | |
DSHT | 13 | 0 | 9 | 0 | 0 | 1 | 439 | 0 | 16 | 1 | 7 | 0 | 0 | 0 | 0 | DSHT | 13 | 0 | 9 | 0 | 0 | 1 | 439 | 0 | 16 | 1 | 7 | 0 | 0 | 0 | 0 | |
DS | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 1985 | 3 | 0 | 0 | 0 | 7 | 0 | 5 | DS | 0 | 3 | 0 | 0 | 0 | 3 | 0 | 1985 | 3 | 0 | 0 | 0 | 7 | 0 | 5 | |
FP | 0 | 6 | 0 | 10 | 7 | 7 | 0 | 9 | 432 | 0 | 1 | 8 | 8 | 0 | 0 | FP | 0 | 6 | 0 | 10 | 7 | 7 | 0 | 9 | 432 | 0 | 1 | 8 | 8 | 0 | 0 | |
HB | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 1 | 2 | 1543 | 0 | 3 | 1 | 0 | 1 | HB | 0 | 1 | 0 | 0 | 0 | 9 | 0 | 1 | 2 | 1543 | 0 | 3 | 1 | 0 | 1 | |
I | 4 | 0 | 5 | 0 | 0 | 0 | 6 | 0 | 5 | 0 | 129 | 0 | 0 | 1 | 3 | I | 4 | 0 | 5 | 0 | 0 | 0 | 6 | 0 | 5 | 0 | 129 | 0 | 0 | 1 | 3 | |
PS | 4 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 1189 | 3 | 0 | 3 | PS | 4 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 4 | 0 | 3 | 1189 | 3 | 0 | 3 | |
S | 1 | 0 | 1 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0 | 5 | 108 | 4 | 0 | S | 1 | 0 | 1 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0 | 5 | 108 | 4 | 0 | |
SP | 0 | 5 | 3 | 0 | 0 | 0 | 4 | 5 | 1 | 3 | 0 | 2 | 0 | 84 | 0 | SP | 0 | 5 | 3 | 0 | 0 | 0 | 4 | 5 | 1 | 3 | 0 | 2 | 0 | 84 | 0 | |
X | 4 | 1 | 1 | 1 | 5 | 4 | 2 | 1 | 1 | 0 | 5 | 1 | 3 | 1 | 652 | X | 4 | 1 | 1 | 1 | 5 | 4 | 2 | 1 | 1 | 0 | 5 | 1 | 3 | 1 | 652 | |