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The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation

Evaluating binary classifications is a pivotal task in statistics and machine learning, because it can influence decisions in multiple areas, including for example prognosis or therapies of patients in critical conditions. The scientific community has not agreed on a general-purpose statistical indi...

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Detalles Bibliográficos
Autores principales: Chicco, Davide, Tötsch, Niklas, Jurman, Giuseppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7863449/
https://www.ncbi.nlm.nih.gov/pubmed/33541410
http://dx.doi.org/10.1186/s13040-021-00244-z