Citation

If you use the DriftLens, please cite the following papers:

  1. DriftLens methodology and evaluation is currently under review. The pre-print is available at:

@misc{greco2024unsupervisedconceptdriftdetection,
      title={Unsupervised Concept Drift Detection from Deep Learning Representations in Real-time},
      author={Salvatore Greco and Bartolomeo Vacchetti and Daniele Apiletti and Tania Cerquitelli},
      year={2024},
      eprint={2406.17813},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2406.17813}}

  1. Preliminary idea and experiments

@INPROCEEDINGS{driftlens,
  author={Greco, Salvatore and Cerquitelli, Tania},
  booktitle={2021 International Conference on Data Mining Workshops (ICDMW)},
  title={Drift Lens: Real-time unsupervised Concept Drift detection by evaluating per-label embedding distributions},
  year={2021},
  volume={},
  number={},
  pages={341-349},
  doi={10.1109/ICDMW53433.2021.00049}}

  1. Webapp tool

@inproceedings{greco2024driftlens,
  title={DriftLens: A Concept Drift Detection Tool},
  author={Greco, Salvatore and Vacchetti, Bartolomeo and Apiletti, Daniele and Cerquitelli, Tania and others},
  booktitle={Advances in Database Technology},
  volume={27},
  pages={806--809},
  year={2024},
  organization={Open proceedings}