Adaptive Data Debiasing through Bounded Exploration

Yifan Yang, Yang Liu, Parinaz Naghizadeh

Biases in existing datasets used to train algorithmic decision rules can raise ethical and economic concerns due to the resulting disparate treatment of different groups. We propos…