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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...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Mach Learn
1. Verfasser: Ishwaran, Hemant
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2014
Schlagworte:
Online Zugang: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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