Using Multiverse Analysis to Evaluate the Influence of Model Design Decisions on Algorithmic Fairness

Jan Simson, Florian Pfisterer, Christoph Kern. Using Multiverse Analysis to Evaluate the Influence of Model Design Decisions on Algorithmic Fairness. In Paul Lukowicz, Sven Mayer, Janin Koch, John Shawe-Taylor, Ilaria Tiddi, editors, HHAI 2023: Augmenting Human Intellect - Proceedings of the Second International Conference on Hybrid Human-Artificial Intelligence, June 26-30, 2023, Munich, Germany. Volume 368 of Frontiers in Artificial Intelligence and Applications, pages 382-384, IOS Press, 2023. [doi]

@inproceedings{SimsonPK23,
  title = {Using Multiverse Analysis to Evaluate the Influence of Model Design Decisions on Algorithmic Fairness},
  author = {Jan Simson and Florian Pfisterer and Christoph Kern},
  year = {2023},
  doi = {10.3233/FAIA230104},
  url = {https://doi.org/10.3233/FAIA230104},
  researchr = {https://researchr.org/publication/SimsonPK23},
  cites = {0},
  citedby = {0},
  pages = {382-384},
  booktitle = {HHAI 2023: Augmenting Human Intellect - Proceedings of the Second International Conference on Hybrid Human-Artificial Intelligence, June 26-30, 2023, Munich, Germany},
  editor = {Paul Lukowicz and Sven Mayer and Janin Koch and John Shawe-Taylor and Ilaria Tiddi},
  volume = {368},
  series = {Frontiers in Artificial Intelligence and Applications},
  publisher = {IOS Press},
  isbn = {978-1-64368-395-9},
}