The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification

Abstract Binary classification is a common task for which machine learning and computational statistics are used, and the area under the receiver operating characteristic curve (ROC AUC) has become the common standard metric to evaluate binary classifications in most scientific fields. The ROC curve...

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Principais autores:	Davide Chicco, Giuseppe Jurman
格式:	Artigo
语言:	Inglês
出版:	BMC 2023-02-01
丛编:	BioData Mining
主题:	Matthews correlation coefficient Receiver operating characteristic curve ROC Area under the curve AUC ROC AUC
在线阅读:	https://doi.org/10.1186/s13040-023-00322-4
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