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The behaviour of random forest permutation-based variable importance measures under predictor correlation

BACKGROUND: Random forests (RF) have been increasingly used in applications such as genome-wide association and microarray studies where predictor correlation is frequently observed. Recent works on permutation-based variable importance measures (VIMs) used in RF have come to apparently contradictor...

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Detalhes bibliográficos
Main Authors: Nicodemus, Kristin K, Malley, James D, Strobl, Carolin, Ziegler, Andreas
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2010
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2848005/
https://ncbi.nlm.nih.gov/pubmed/20187966
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-11-110
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