Large-Scale Study of Temporal Shift in Health Insurance Claims

Christina X. Ji, Ahmed M. Alaa, David A. Sontag

Abstract: Most machine learning models for predicting clinical outcomes are developed using historical data. Yet, even if these models are deployed in the near future, dataset shift over time may result in l...