README.md

Source code for paper "CatBoost-Based Network Intrusion Detection on Imbalanced CIC-IDS-2018 Dataset"

Network Intrusion Detection on AWS CIC-IDS-2018 dataset

Comparison of tree based classifiers

• Catboost
• DecisionTree
• Random Forest

Read the paper for Investigating effect of data balancing technique for handling imbalanced data

• read paper in PDF

If you find this work useful, please consider to cite our paper:

@article{jumabek2021catboost,
  title={CatBoost-Based Network Intrusion Detection on Imbalanced CIC-IDS-2018 Dataset},
  author={Jumabek, Alikhanov and Yang, SeungSam and Noh, YoungTae},
  journal={한국통신학회논문지},
  volume={46},
  number={12},
  pages={2191--2197},
  year={2021}
}