When does bias become unlawful discrimination?
Fairness is often measured by comparing ROC curves. But this only tells part of the story.
Paper on Learning Fair Scoring Functions: Fairness Definitions, Algorithms and Generalization Bounds for Bipartite Ranking
In the media
For remote or local facial recognition, the ethical issues are not the sameDigital Trust, Data Science & AI, Faculty Members — 09/03/2020There are many uses of facial recognition, such as local identity validation, [...]
"Integrating ethics into algorithms raises titanic challenges"Digital Trust, Faculty Members — 07/12/2019Two researchers from Télécom Paris, David Bounie and Winston Maxwell, describe in an op-ed piece to Le [...]
Algorithms: bias, discrimination and equityDigital Trust, Data Science & AI, Faculty Members — 26/02/2019Algorithms are becoming more and more involved in our daily lives, such as decision support algorithms [...]
- Learning Fair Scoring Functions: Fairness Definitions, Algorithms and Generalization Bounds for Bipartite Ranking, feb 2020, Télécom Paris, Institut Polytechnique de Paris. [Download PDF]