Dhruvil Shah

Scoring conventions reorder adaptation policies in streaming anomaly detection

A streaming anomaly detector whose input distribution moves has to decide when to rebuild itself. We compare four answers to that question, holding everything else fixed: never rebuild, learn continuously, rebuild on a schedule, and rebuild when a drift detector fires. Scoring th...