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A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification

BACKGROUND: Cancer diagnosis and clinical outcome prediction are among the most important emerging applications of gene expression microarray technology with several molecular signatures on their way toward clinical deployment. Use of the most accurate classification algorithms available for microar...

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Hlavní autoři: Statnikov, Alexander, Wang, Lily, Aliferis, Constantin F
Médium: Artigo
Jazyk:Inglês
Vydáno: BioMed Central 2008
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC2492881/
https://ncbi.nlm.nih.gov/pubmed/18647401
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-9-319
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