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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Detalles Bibliográficos
Autores principales: Wang, Huazhen, Yang, Fan, Luo, Zhiyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4739337/
https://www.ncbi.nlm.nih.gov/pubmed/26842629
http://dx.doi.org/10.1186/s12859-016-0900-5

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4739337/
https://www.ncbi.nlm.nih.gov/pubmed/26842629
http://dx.doi.org/10.1186/s12859-016-0900-5

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