Notice

SalAD

Title: SalAD: Saliency-aware Multivariate Time Series Anomaly Detection

Datasets

MSL & SMAP Curl and unzip data:

curl -O https://s3-us-west-2.amazonaws.com/telemanom/data.zip && unzip data.zip && rm data.zip

Please refer to TelemAnom for more information.

SMD

cd dataset/ServerMachineDataset

Please refer to OmniAnomaly for more information.

SWaT

Please refer to iTrust Lab Dataset info for the SWaT dataset.

KARI-ELE K3A & K5

TBA

Citation

If you find our work useful for your research, please consider citing the following paper :)

@inproceedings{lee2024saliency,
  title={Saliency-Aware Time Series Anomaly Detection for Space Applications},
  author={Lee, Sangyup and Woo, Simon S},
  booktitle={Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  pages={327--339},
  year={2024},
  organization={Springer}
}