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Predictive performance of machine and statistical learning methods: Impact of data-generating processes on external validity in the “large N, small p” setting

Machine learning approaches are increasingly suggested as tools to improve prediction of clinical outcomes. We aimed to identify when machine learning methods perform better than a classical learning method. We hereto examined the impact of the data-generating process on the relative predictive accu...

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Detalhes bibliográficos
Publicado no:Stat Methods Med Res
Main Authors: Austin, Peter C, Harrell, Frank E, Steyerberg, Ewout W
Formato: Artigo
Idioma:Inglês
Publicado em: SAGE Publications 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC8188999/
https://ncbi.nlm.nih.gov/pubmed/33848231
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1177/09622802211002867
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