Robust Anomaly Detection

This repo is for the papers Robust anomaly detection on unreliable data (DSN 19) and Enhancing Robustness of On-line Learning Models on Highly Noisy Data (TDSC).

The data can be download via this link. Be careful, the Google cloud center task dataset is highly skewed on the labels!

Please cite these two papers using following bibtex:

@inproceedings{zhao2019DSN,
  title={Robust anomaly detection on unreliable data},
  author={Zhao, Zilong and Cerf, Sophie and Birke, Robert and Robu, Bogdan and Bouchenak, Sara and Mokhtar, Sonia Ben and Chen, Lydia Y},
  booktitle={2019 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN)},
  pages={630--637},
  year={2019},
  organization={IEEE}
}

and

@ARTICLE{Zhao2021TDSC,
  author={Zhao, Zilong and Birke, Robert and Han, Rui and Robu, Bogdan and Bouchenak, Sara and Mokhtar, Sonia Ben and Chen, Lydia Y.},
  journal={IEEE Transactions on Dependable and Secure Computing}, 
  title={Enhancing Robustness of On-Line Learning Models on Highly Noisy Data}, 
  year={2021},
  volume={18},
  number={5},
  pages={2177-2192},
  doi={10.1109/TDSC.2021.3063947}}