Limitations of ROC on Imbalanced Data: Evaluation of LVAD Mortality Risk Scores

Faezeh Movahedi, Rema Padman, James F. Antaki

Objective: This study illustrates the ambiguity of ROC in evaluating two classifiers of 90-day LVAD mortality. This paper also introduces the precision recall curve (PRC) as a supp…