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Why Cohen’s Kappa should be avoided as performance measure in classification

We show that Cohen’s Kappa and Matthews Correlation Coefficient (MCC), both extended and contrasted measures of performance in multi-class classification, are correlated in most situations, albeit can differ in others. Indeed, although in the symmetric case both match, we consider different unbalanc...

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Detalles Bibliográficos
Autores principales: Delgado, Rosario, Tibau, Xavier-Andoni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762152/
https://www.ncbi.nlm.nih.gov/pubmed/31557204
http://dx.doi.org/10.1371/journal.pone.0222916

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