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The effect of class imbalance on case selection for case-based classifiers: An empirical study in the context of medical decision support

Case selection is a useful approach for increasing the efficiency and performance of case-based classifiers. Multiple techniques have been designed to perform case selection. This paper empirically investigates how class imbalance in the available set of training cases can impact the performance of...

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Detalhes bibliográficos
Principais autores: Malof, Jordan M., Mazurowski, Maciej A., Tourassi, Georgia D.
Formato: Artigo
Idioma:Inglês
Publicado em: 2011
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3834538/
https://ncbi.nlm.nih.gov/pubmed/21820273
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.neunet.2011.07.002
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