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Machine learning models and over-fitting considerations

Machine learning models may outperform traditional statistical regression algorithms for predicting clinical outcomes. Proper validation of building such models and tuning their underlying algorithms is necessary to avoid over-fitting and poor generalizability, which smaller datasets can be more pro...

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Detalles Bibliográficos
Autores principales: Charilaou, Paris, Battat, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Baishideng Publishing Group Inc 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8905023/
https://www.ncbi.nlm.nih.gov/pubmed/35316964
http://dx.doi.org/10.3748/wjg.v28.i5.605