Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data

Esther Rolf, Theodora Worledge, Benjamin Recht +1

Collecting more diverse and representative training data is often touted as a remedy for the disparate performance of machine learning predictors across subpopulations. However, a…