CAREER: Temporal Learning Towards Trustworthy Decision for Healthcare

In healthcare machine learning (ML) models, the data characteristics can change over time. These models are trained on existing and historical data but are intended to be applied to future, unseen data for prediction. Temporal shifts in data, labels, and patient populations may undermine confidence in the use of ML models utilization and raise…