Investigating Data Interventions for Subgroup Fairness: An ICU Case Study

Erin Tan, Judy Hanwen Shen, Irene Y. Chen

In high-stakes settings where machine learning models are used to automate decision-making about individuals, the presence of algorithmic bias can exacerbate systemic harm to certa…