To Split or Not to Split: The Impact of Disparate Treatment in Classification

Hao Wang, Hsiang Hsu, Mario Diaz +1

Disparate treatment occurs when a machine learning model yields different decisions for individuals based on a sensitive attribute (e.g., age, sex). In domains where prediction acc…