Arthur Charpentier, professeur

Plan de cours : PLANS-DE-COURS-MAT998P.pdf (version approuvée)

- les notes de cours seront mise en ligne au fur et à mesure

Slides (draft) : discrimination_slides_01102024.pdf, 1-101, as at January 10th.

Slides (draft) : discrimination_slides_01172024.pdf, 102-221, as at January 17th.

Slides (draft) : discrimination_slides_01242024.pdf, 211-342, as at January 24th.

Slides : discrimination_slides_02172024.pdf, as at February 17th.

Notes : Insurance_Biases_Discrimination_and_Fairness_v2.pdf

Pour les projets de fin de session,

• Fairadapt: Causal Reasoning for Fair Data Pre-processing https://arxiv.org/abs/2110.10200
• Fair learning with bagging https://shs.hal.science/halshs-03500906/document
• Fairness Constraints: a Flexible Approach for Fair Classification https://jmlr.org/papers/volume20/18-262/18-262.pdf
• The Measure and Mismeasure of Fairness https://arxiv.org/abs/1808.00023