Improved variance estimation of classification performance via reduction of bias caused by small sample size

BACKGROUND: Supervised learning for classification of cancer employs a set of design examples to learn how to discriminate between tumors. In practice it is crucial to confirm that the classifier is robust with good generalization performance to new examples, or at least that it performs better than...

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Main Authors: Wickenberg-Bolin, Ulrika, Göransson, Hanna, Fryknäs, Mårten, Gustafsson, Mats G, Isaksson, Anders
Format: Artigo
Sprog:Inglês
Udgivet: BioMed Central 2006
Fag:
Research Article
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC1435937/
https://ncbi.nlm.nih.gov/pubmed/16533392
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-7-127
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