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Implementing machine learning methods with complex survey data: Lessons learned on the impacts of accounting sampling weights in gradient boosting

Despite the prominent use of complex survey data and the growing popularity of machine learning methods in epidemiologic research, few machine learning software implementations offer options for handling complex samples. A major challenge impeding the broader incorporation of machine learning into e...

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Detalles Bibliográficos
Autores principales: MacNell, Nathaniel, Feinstein, Lydia, Wilkerson, Jesse, Salo, Pӓivi M., Molsberry, Samantha A., Fessler, Michael B., Thorne, Peter S., Motsinger-Reif, Alison A., Zeldin, Darryl C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9838837/
https://www.ncbi.nlm.nih.gov/pubmed/36638125
http://dx.doi.org/10.1371/journal.pone.0280387