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Preventing dataset shift from breaking machine-learning biomarkers

Machine learning brings the hope of finding new biomarkers extracted from cohorts with rich biomedical measurements. A good biomarker is one that gives reliable detection of the corresponding condition. However, biomarkers are often extracted from a cohort that differs from the target population. Su...

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Detalles Bibliográficos
Autores principales: Dockès, Jérôme, Varoquaux, Gaël, Poline, Jean-Baptiste
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8478611/
https://www.ncbi.nlm.nih.gov/pubmed/34585237
http://dx.doi.org/10.1093/gigascience/giab055