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Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric

Data imbalance is frequently encountered in biomedical applications. Resampling techniques can be used in binary classification to tackle this issue. However such solutions are not desired when the number of samples in the small class is limited. Moreover the use of inadequate performance metrics, s...

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Detalles Bibliográficos
Autores principales: Boughorbel, Sabri, Jarray, Fethi, El-Anbari, Mohammed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5456046/
https://www.ncbi.nlm.nih.gov/pubmed/28574989
http://dx.doi.org/10.1371/journal.pone.0177678