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The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

Binary classifiers are routinely evaluated with performance measures such as sensitivity and specificity, and performance is frequently illustrated with Receiver Operating Characteristics (ROC) plots. Alternative measures such as positive predictive value (PPV) and the associated Precision/Recall (P...

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Detalhes bibliográficos
Publicado no:PLoS One
Main Authors: Saito, Takaya, Rehmsmeier, Marc
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4349800/
https://ncbi.nlm.nih.gov/pubmed/25738806
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0118432
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