Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML

Hilde J. P. Weerts, Florian Pfisterer, Matthias Feurer, Katharina Eggensperger, Edward Bergman, Noor H. Awad, Joaquin Vanschoren, Mykola Pechenizkiy, Bernd Bischl, Frank Hutter. Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML. J. Artif. Intell. Res. (JAIR), 79:639-677, 2024. [doi]

@article{WeertsPFEBAVPBH24,
  title = {Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML},
  author = {Hilde J. P. Weerts and Florian Pfisterer and Matthias Feurer and Katharina Eggensperger and Edward Bergman and Noor H. Awad and Joaquin Vanschoren and Mykola Pechenizkiy and Bernd Bischl and Frank Hutter},
  year = {2024},
  doi = {10.1613/jair.1.14747},
  url = {https://doi.org/10.1613/jair.1.14747},
  researchr = {https://researchr.org/publication/WeertsPFEBAVPBH24},
  cites = {0},
  citedby = {0},
  journal = {J. Artif. Intell. Res. (JAIR)},
  volume = {79},
  pages = {639-677},
}