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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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 |