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Which Is Better: Holdout or Full-Sample Classifier Design?

Is it better to design a classifier and estimate its error on the full sample or to design a classifier on a training subset and estimate its error on the holdout test subset? Full-sample design provides the better classifier; nevertheless, one might choose holdout with the hope of better error esti...

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Detalles Bibliográficos
Autores principales: Brun, Marcel, Xu, Qian, Dougherty, Edward R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3171393/
https://www.ncbi.nlm.nih.gov/pubmed/18483613
http://dx.doi.org/10.1155/2008/297945