Provable Detection of Propagating Sampling Bias in Prediction Models

Pavan Ravishankar, Qingyu Mo, Edward McFowland +1

With an increased focus on incorporating fairness in machine learning models, it becomes imperative not only to assess and mitigate bias at each stage of the machine learning pipel…