The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric

Nathan Kallus, Angela Zhou. The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 3433-3443, 2019. [doi]

@inproceedings{KallusZ19a,
  title = {The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric},
  author = {Nathan Kallus and Angela Zhou},
  year = {2019},
  url = {http://papers.nips.cc/paper/8604-the-fairness-of-risk-scores-beyond-classification-bipartite-ranking-and-the-xauc-metric},
  researchr = {https://researchr.org/publication/KallusZ19a},
  cites = {0},
  citedby = {0},
  pages = {3433-3443},
  booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada},
  editor = {Hanna M. Wallach and Hugo Larochelle and Alina Beygelzimer and Florence d'Alché-Buc and Edward A. Fox and Roman Garnett},
}