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Resampling Methods Improve the Predictive Power of Modeling in Class-Imbalanced Datasets

In the medical field, many outcome variables are dichotomized, and the two possible values of a dichotomized variable are referred to as classes. A dichotomized dataset is class-imbalanced if it consists mostly of one class, and performance of common classification models on this type of dataset ten...

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Detalles Bibliográficos
Autor principal: Lee, Paul H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4199049/
https://www.ncbi.nlm.nih.gov/pubmed/25238271
http://dx.doi.org/10.3390/ijerph110909776