Prediction-Based Decisions and Fairness: A Catalogue of Choices, Assumptions, and Definitions

Shira Mitchell, Eric Potash, Solon Barocas +2

A recent flurry of research activity has attempted to quantitatively define "fairness" for decisions based on statistical and machine learning (ML) predictions. The rapid growth of…