Preetish Rath

Optimizing Early Warning Classifiers to Control False Alarms via a Minimum Precision Constraint

Early warning prediction systems can suffer from high false alarm rates that limit utility, especially in settings with high class imbalance such as healthcare. Despite the widespread need to control false alarms, the dominant classifier training paradigm remains minimizing cross entropy, a loss fun…