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:

.. code-block:: bibtex

    @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}}


2) Preliminary idea and experiments

.. code-block:: bibtex

    @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}}


3) Webapp tool

.. code-block:: bibtex

    @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}