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Do little interactions get lost in dark random forests?

BACKGROUND: Random forests have often been claimed to uncover interaction effects. However, if and how interaction effects can be differentiated from marginal effects remains unclear. In extensive simulation studies, we investigate whether random forest variable importance measures capture or detect...

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Detalles Bibliográficos
Autores principales: Wright, Marvin N., Ziegler, Andreas, König, Inke R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4815164/
https://www.ncbi.nlm.nih.gov/pubmed/27029549
http://dx.doi.org/10.1186/s12859-016-0995-8