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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Detalles Bibliográficos
Autores principales: Austin, Peter C, Harrell, Frank E, Steyerberg, Ewout W
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2021
Materias:
Articles
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8188999/
https://www.ncbi.nlm.nih.gov/pubmed/33848231
http://dx.doi.org/10.1177/09622802211002867

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8188999/
https://www.ncbi.nlm.nih.gov/pubmed/33848231
http://dx.doi.org/10.1177/09622802211002867

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