To cite fairmetrics in publications, please use one of the following:

Smith B, Gao J, Chou B, Gronsbell J (2025). “fairmetrics: An R package for group fairness evaluation.” Journal of Open Source Software, 10(113), 8497. doi:10.21105/joss.08497, https://doi.org/10.21105/joss.08497.

Gao J, Smith B, Chou B, Gronsbell J (2025). fairmetrics: Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes. https://github.com/jianhuig/fairmetrics.

Gao J, Chou B, McCaw Z, Thurston H, Varghese P, Hong C, Gronsbell J (2024). “What is Fair? Defining Fairness in Machine Learning for Health.” arXiv:2406.09307, https://arxiv.org/abs/2406.09307.

Corresponding BibTeX entries:

  @Article{,
    title = {fairmetrics: An R package for group fairness evaluation},
    author = {Benjamin Smith and Jianhui Gao and Benson Chou and
      Jessica Gronsbell},
    year = {2025},
    journal = {Journal of Open Source Software},
    volume = {10},
    number = {113},
    pages = {8497},
    doi = {10.21105/joss.08497},
    url = {https://doi.org/10.21105/joss.08497},
    publisher = {The Open Journal},
  }

  @Manual{,
    title = {fairmetrics: Fairness Evaluation Metrics with Confidence
      Intervals for Binary Protected Attributes},
    author = {Jianhui Gao and Benjamin Smith and Benson Chou and
      Jessica Gronsbell},
    year = {2025},
    url = {https://github.com/jianhuig/fairmetrics},
  }

  @Misc{Gao_Chou_McCaw_Thurston_Varghese_Hong_Gronsbell_2024,
    title = {What is Fair? Defining Fairness in Machine Learning for
      Health},
    author = {Jianhui Gao and Benson Chou and Zachary R. McCaw and
      Hilary Thurston and Paul Varghese and Chuan Hong and Jessica
      Gronsbell},
    year = {2024},
    month = {jun},
    note = {arXiv:2406.09307},
    url = {https://arxiv.org/abs/2406.09307},
  }