Adaptive Bounded Exploration and Intermediate Actions for Data Debiasing

Yifan Yang, Yang Liu, Parinaz Naghizadeh

The performance of algorithmic decision rules is largely dependent on the quality of training datasets available to them. Biases in these datasets can raise economic and ethical co…