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Random KNN feature selection - a fast and stable alternative to Random Forests

BACKGROUND: Successfully modeling high-dimensional data involving thousands of variables is challenging. This is especially true for gene expression profiling experiments, given the large number of genes involved and the small number of samples available. Random Forests (RF) is a popular and widely...

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Detalhes bibliográficos
Main Authors: Li, Shengqiao, Harner, E James, Adjeroh, Donald A
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2011
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3281073/
https://ncbi.nlm.nih.gov/pubmed/22093447
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-12-450
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