Fair learning with Wasserstein barycenters for non-decomposable performance measures

Solenne Gaucher, Nicolas Schreuder, Evgenii Chzhen

This work provides several fundamental characterizations of the optimal classification function under the demographic parity constraint. In the awareness framework, akin to the cla…