Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness

Vincent Jeanselme, Maria De-Arteaga, Zhe Zhang +2

Machine learning risks reinforcing biases present in data and, as we argue in this work, in what is absent from data. In healthcare, societal and decision biases shape patterns in…