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

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 has true...

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Detalles Bibliográficos
Autores principales: Chicco, Davide, Jurman, Giuseppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9938573/
https://www.ncbi.nlm.nih.gov/pubmed/36800973
http://dx.doi.org/10.1186/s13040-023-00322-4