Jeanselme, Vincent; De-Arteaga, Maria; Zhang, Zhe; Tom, … - 2023
Machine learning risks reinforcing biases present in data, and, as we argue in this work, in what is absent from data. In healthcare, biases have marked medical history, leading to unequal care affecting marginalised groups. Patterns in missing data often reflect these group discrepancies, but...