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The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

BACKGROUND: To evaluate binary classifications and their confusion matrices, scientific researchers can employ several statistical rates, accordingly to the goal of the experiment they are investigating. Despite being a crucial issue in machine learning, no widespread consensus has been reached on a...

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Detalhes bibliográficos
Publicado no:BMC Genomics
Main Authors: Chicco, Davide, Jurman, Giuseppe
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6941312/
https://ncbi.nlm.nih.gov/pubmed/31898477
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12864-019-6413-7
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