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The Role of Balanced Training and Testing Data Sets for Binary Classifiers in Bioinformatics

Training and testing of conventional machine learning models on binary classification problems depend on the proportions of the two outcomes in the relevant data sets. This may be especially important in practical terms when real-world applications of the classifier are either highly imbalanced or o...

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Detalhes bibliográficos
Main Authors: Wei, Qiong, Dunbrack, Roland L.
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2013
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3706434/
https://ncbi.nlm.nih.gov/pubmed/23874456
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0067863
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