Fairness-Accuracy Trade-Offs: A Causal Perspective

Drago Plecko, Elias Bareinboim

Systems based on machine learning may exhibit discriminatory behavior based on sensitive characteristics such as gender, sex, religion, or race. In light of this, various notions o…