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Uncovering feature interdependencies in high-noise environments with stepwise lookahead decision forests

Conventionally, random forests are built from “greedy” decision trees which each consider only one split at a time during their construction. The sub-optimality of greedy implementation has been well-known, yet mainstream adoption of more sophisticated tree building algorithms has been lacking. We e...

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Detalles Bibliográficos
Autores principales: Donick, Delilah, Lera, Sandro Claudio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8085031/
https://www.ncbi.nlm.nih.gov/pubmed/33927260
http://dx.doi.org/10.1038/s41598-021-88571-3