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

           Esther Rolf 1 Theodora Worledge 1 Benjamin Recht 1 Michael I. Jordan 1 2

             Abstract                  Our work aims to develop a general unifying perspective
                                   on the way that dataset composition affects outcomes of
   Collecting more diverse and representative train-
                                   machine learning systems. We focus on dataset ...