Fairness in the Eyes of the Data: Certifying Machine-Learning Models. Segal, S., Adi, Y., Pinkas, B., Baum, C., Ganesh, C., & Keshet, J. In Fourcade, M., Kuipers, B., Lazar, S., & Mulligan, D. K., editors, AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, Virtual Event, USA, May 19-21, 2021, pages 926–935, 2021. ACM.
Fairness in the Eyes of the Data: Certifying Machine-Learning Models [link]Paper  doi  bibtex   
@inproceedings{DBLP:conf/aies/SegalAPBGK21,
  author       = {Shahar Segal and
                  Yossi Adi and
                  Benny Pinkas and
                  Carsten Baum and
                  Chaya Ganesh and
                  Joseph Keshet},
  editor       = {Marion Fourcade and
                  Benjamin Kuipers and
                  Seth Lazar and
                  Deirdre K. Mulligan},
  title        = {Fairness in the Eyes of the Data: Certifying Machine-Learning Models},
  booktitle    = {{AIES} '21: {AAAI/ACM} Conference on AI, Ethics, and Society, Virtual
                  Event, USA, May 19-21, 2021},
  pages        = {926--935},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3461702.3462554},
  doi          = {10.1145/3461702.3462554},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aies/SegalAPBGK21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

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