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The Effect of Splitting on Random Forests

The effect of a splitting rule on random forests (RF) is systematically studied for regression and classification problems. A class of weighted splitting rules, which includes as special cases CART weighted variance splitting and Gini index splitting, are studied in detail and shown to possess a uni...

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Detalhes bibliográficos
Publicado no:Mach Learn
Autor principal: Ishwaran, Hemant
Formato: Artigo
Idioma:Inglês
Publicado em: 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5599182/
https://ncbi.nlm.nih.gov/pubmed/28919667
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10994-014-5451-2
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