Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification

A. Feder Cooper, Katherine Lee, Madiha Zahrah Choksi, Solon Barocas, Christopher De Sa, James Grimmelmann, Jon M. Kleinberg, Siddhartha Sen 0001, Baobao Zhang. Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification. In Michael J. Wooldridge, Jennifer G. Dy, Sriraam Natarajan, editors, Thirty-Eigth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada. pages 22004-22012, AAAI Press, 2024. [doi]

@inproceedings{CooperLCBSGK0Z24,
  title = {Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification},
  author = {A. Feder Cooper and Katherine Lee and Madiha Zahrah Choksi and Solon Barocas and Christopher De Sa and James Grimmelmann and Jon M. Kleinberg and Siddhartha Sen 0001 and Baobao Zhang},
  year = {2024},
  doi = {10.1609/aaai.v38i20.30203},
  url = {https://doi.org/10.1609/aaai.v38i20.30203},
  researchr = {https://researchr.org/publication/CooperLCBSGK0Z24},
  cites = {0},
  citedby = {0},
  pages = {22004-22012},
  booktitle = {Thirty-Eigth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada},
  editor = {Michael J. Wooldridge and Jennifer G. Dy and Sriraam Natarajan},
  publisher = {AAAI Press},
}