Table 2. Analysis of Intrusion Detection Studies using CIC-2017.

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 [13] [14]