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Quantification of the Impact of Feature Selection on the Variance of Cross-Validation Error Estimation

Given the relatively small number of microarrays typically used in gene-expression-based classification, all of the data must be used to train a classifier and therefore the same training data is used for error estimation. The key issue regarding the quality of an error estimator in the context of s...

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Hlavní autoři: Xiao, Yufei, Hua, Jianping, Dougherty, Edward R
Médium: Artigo
Jazyk:Inglês
Vydáno: Springer 2007
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC3171328/
https://ncbi.nlm.nih.gov/pubmed/17713587
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1155/2007/16354
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