Use and misuse of random forest variable importance metrics in medicine: demonstrations through incident stroke prediction

BACKGROUND: Machine learning tools such as random forests provide important opportunities for modeling large, complex modern data generated in medicine. Unfortunately, when it comes to understanding why machine learning models are predictive, applied research continues to rely on ‘out of bag’ (OOB)...

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Detalles Bibliográficos
Autores principales: Wallace, Meredith L., Mentch, Lucas, Wheeler, Bradley J., Tapia, Amanda L., Richards, Marc, Zhou, Siyu, Yi, Lixia, Redline, Susan, Buysse, Daniel J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10280951/
https://www.ncbi.nlm.nih.gov/pubmed/37337173
http://dx.doi.org/10.1186/s12874-023-01965-x

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10280951/
https://www.ncbi.nlm.nih.gov/pubmed/37337173
http://dx.doi.org/10.1186/s12874-023-01965-x

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