Measuring Model Biases in the Absence of Ground Truth

Osman Aka, Ken Burke, Alex Bäuerle +2

The measurement of bias in machine learning often focuses on model performance across identity subgroups (such as man and woman) with respect to groundtruth labels. However, these…