Online Augmented Plug-in Inference for Multi-group Fair Prediction

Enze Shi, Jinhan Xie, Linglong Kong +1

Fairness regularization changes both a prediction rule and its sampling uncertainty. We develop online inference for classifiers trained with a covariance penalty on group mean dec…