Auditing ML Models for Individual Bias and Unfairness

Songkai Xue, Mikhail Yurochkin, Yuekai Sun. Auditing ML Models for Individual Bias and Unfairness. In Silvia Chiappa, Roberto Calandra, editors, The 23rd International Conference on Artificial Intelligence and Statistics, AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]. Volume 108 of Proceedings of Machine Learning Research, pages 4552-4562, PMLR, 2020. [doi]

@inproceedings{XueYS20,
  title = {Auditing ML Models for Individual Bias and Unfairness},
  author = {Songkai Xue and Mikhail Yurochkin and Yuekai Sun},
  year = {2020},
  url = {http://proceedings.mlr.press/v108/xue20a.html},
  researchr = {https://researchr.org/publication/XueYS20},
  cites = {0},
  citedby = {0},
  pages = {4552-4562},
  booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics, AISTATS 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  editor = {Silvia Chiappa and Roberto Calandra},
  volume = {108},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}