1 code implementation • 28 Jul 2023 • Andres Algaba, Carmen Mazijn, Carina Prunkl, Jan Danckaert, Vincent Ginis
Most group fairness notions detect unethical biases by computing statistical parity metrics on a model's output.
1 code implementation • 26 Aug 2022 • Carmen Mazijn, Carina Prunkl, Andres Algaba, Jan Danckaert, Vincent Ginis
The results show that by shifting the focus towards equality of treatment and looking into the algorithm's internal workings, the canonical sets are a valuable addition to the toolbox of algorithmic fairness evaluation.