Table 10 NSL-KDD confusion matrix
Phases | Feature set | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Full feature set | Reduced feature set | |||||||||||
Class | N | D | P | R | U | Class | N | D | P | R | U | |
Training | N | 69,293 | 0 | 0 | 0 | 1 | N | 8867 | 0 | 0 | 0 | 1 |
D | 13 | 2814 | 3 | 9 | 6 | D | 0 | 5454 | 3 | 1 | 1 | |
P | 0 | 0 | 1745 | 1 | 0 | P | 0 | 0 | 2988 | 1 | 0 | |
R | 0 | 0 | 0 | 2038 | 0 | R | 3 | 0 | 0 | 4239 | 0 | |
U | 6 | 4 | 0 | 1 | 6628 | U | 0 | 4 | 0 | 1 | 4038 | |
Validation | N | 1044 | 1 | 0 | 0 | 1 | N | 1044 | 1 | 0 | 0 | 1 |
D | 13 | 2822 | 2 | 6 | 0 | D | 13 | 2822 | 2 | 6 | 0 | |
P | 0 | 0 | 5044 | 1 | 0 | P | 0 | 0 | 5044 | 1 | 0 | |
R | 0 | 0 | 0 | 3513 | 0 | R | 0 | 0 | 0 | 3513 | 0 | |
U | 4 | 1 | 0 | 1 | 872 | U | 4 | 1 | 0 | 1 | 872 | |
Testing | N | 9964 | 4 | 0 | 0 | 1 | N | 9964 | 4 | 0 | 0 | 1 |
D | 14 | 3879 | 3 | 1 | 0 | D | 14 | 3879 | 3 | 1 | 0 | |
P | 0 | 0 | 3589 | 1 | 0 | P | 0 | 0 | 3589 | 1 | 0 | |
R | 3 | 0 | 0 | 4247 | 3 | R | 3 | 0 | 0 | 4247 | 3 | |
U | 0 | 1 | 0 | 1 | 866 | U | 0 | 1 | 0 | 1 | 866 | |