Joseph Futoma

Model-based metrics: Sample-efficient estimates of predictive model subpopulation performance

2021 · arXiv (Cornell University)

Machine learning models $-$ now commonly developed to screen, diagnose, or predict health conditions $-$ are evaluated with a variety of performance metrics. An important first step in assessing the practical utility of a model …