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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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Bibliografiske detaljer
Main Authors: Brun, Marcel, Xu, Qian, Dougherty, Edward R
Format: Artigo
Sprog:Inglês
Udgivet: Springer 2007
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3171393/
https://ncbi.nlm.nih.gov/pubmed/18483613
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1155/2008/297945
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