Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints

Andrew Cotter, Maya R. Gupta, Heinrich Jiang, Nathan Srebro, Karthik Sridharan, Serena Wang, Blake E. Woodworth, Seungil You. Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints. In Kamalika Chaudhuri, Ruslan Salakhutdinov, editors, Proceedings of the 36th International Conference on Machine Learning, ICML 2019, 9-15 June 2019, Long Beach, California, USA. Volume 97 of Proceedings of Machine Learning Research, pages 1397-1405, PMLR, 2019. [doi]

@inproceedings{CotterGJSSWWY19,
  title = {Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints},
  author = {Andrew Cotter and Maya R. Gupta and Heinrich Jiang and Nathan Srebro and Karthik Sridharan and Serena Wang and Blake E. Woodworth and Seungil You},
  year = {2019},
  url = {http://proceedings.mlr.press/v97/cotter19b.html},
  researchr = {https://researchr.org/publication/CotterGJSSWWY19},
  cites = {0},
  citedby = {0},
  pages = {1397-1405},
  booktitle = {Proceedings of the 36th International Conference on Machine Learning, ICML 2019, 9-15 June 2019, Long Beach, California, USA},
  editor = {Kamalika Chaudhuri and Ruslan Salakhutdinov},
  volume = {97},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}