Revisiting performance metrics for prediction with rare outcomes
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DOI: 10.1177/09622802211038754
Abstract: Machine learning algorithms are increasingly used in the clinical literature, claiming advantages over logistic regression. However, they are generally designed to maximize the area under the receiver operating characteristic curve. While area under the receiver… read more here.
Keywords: characteristic curve; operating characteristic; receiver operating; area receiver ... See more keywords