Understanding Fixed Predictions via Confined Regions

Connor Lawless, Tsui-Wei Weng, Berk Ustun +1

Machine learning models can assign fixed predictions that preclude individuals from changing their outcome. Existing approaches to audit fixed predictions do so on a pointwise basi…