The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective

Naman Goel, Alfonso Amayuelas, Amit Deshpande +1

Training datasets for machine learning often have some form of missingness. For example, to learn a model for deciding whom to give a loan, the available training data includes ind…