Algorithmic bias and fairness

Paper on bias, disciminiation and equity of algorithms

al-lego-rithmes

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

 

 

 

Other publications

  • Learning Fair Scoring Functions: Fairness Definitions, Algorithms and Generalization Bounds for Bipartite Ranking, feb 2020, Télécom Paris, Institut Polytechnique de Paris. [Download PDF]