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An experimental study of the intrinsic stability of random forest variable importance measures

BACKGROUND: The stability of Variable Importance Measures (VIMs) based on random forest has recently received increased attention. Despite the extensive attention on traditional stability of data perturbations or parameter variations, few studies include influences coming from the intrinsic randomne...

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Veröffentlicht in:BMC Bioinformatics
Hauptverfasser: Wang, Huazhen, Yang, Fan, Luo, Zhiyuan
Format: Artigo
Sprache:Inglês
Veröffentlicht: BioMed Central 2016
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Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4739337/
https://ncbi.nlm.nih.gov/pubmed/26842629
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12859-016-0900-5
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