Model Evaluation in the Dark: Robust Classifier Metrics with Missing Labels

Danial Dervovic, Michael Cashmore

Missing data in supervised learning is well-studied, but the specific issue of missing labels during model evaluation has been overlooked. Ignoring samples with missing values, a c…