Algorithm\Dataset | CIC-IDS 2017(CIC-2017) | ||
---|---|---|---|
ML | Random Forest | O | - |
GNB | - | - | |
Decision Tree | - | - | |
MLP | - | - | |
DL | DNN | O | - |
GBT | O | - | |
XGBoost | - | O | |
CNN | - | - | |
RNN | - | - | |
pre-processing | Convert the dataset into images | Remove socket data | |
Data Padding | Remove white space | ||
P-ZigZag Encoding | Encode label | ||
- | Normalize data | ||
- | Replace or Remove missing/infinite data | ||
- | Remove normal traffic data | ||
evaluation | Binary Classification - DNN | P-ZigZag | |
Binary Classification - GBT | |||
Multiclass Classification - DNN | OHE | ||
Multiclass Classification - GBT | |||
reference | [ | [ |