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Predicting sample size required for classification performance

BACKGROUND: Supervised learning methods need annotated data in order to generate efficient models. Annotated data, however, is a relatively scarce resource and can be expensive to obtain. For both passive and active learning methods, there is a need to estimate the size of the annotated sample requi...

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Detalhes bibliográficos
Main Authors: Figueroa, Rosa L, Zeng-Treitler , Qing, Kandula, Sasikiran, Ngo, Long H
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2012
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3307431/
https://ncbi.nlm.nih.gov/pubmed/22336388
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1472-6947-12-8
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