Mary Versa Clemens-Sewall

Multiaccuracy and Multicalibration via Proxy Groups

As the use of predictive machine learning algorithms increases in high-stakes decision-making, it is imperative that these algorithms are fair across sensitive groups. However, measuring and enforcing fairness in real-world applications can be challenging due to missing or incomplete sensitive group…