Test Data Reuse for the Evaluation of Continuously Evolving Classification Algorithms Using the Area under the Receiver Operating Characteristic Curve

Performance evaluation of continuously evolving machine learning algorithms presents new challenges, especially for high-risk application domains such as medicine. In principle, to obtain performan...