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A structural characterization of shortcut features for prediction

With the rising use of machine learning for healthcare applications, practitioners are increasingly confronted with the limitations of prediction models that are trained in one setting but meant to be deployed in several others. One recently identified limitation is so-called shortcut learning, wher...

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Detalles Bibliográficos
Autores principales: Bellamy, David, Hernán, Miguel A., Beam, Andrew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9256901/
https://www.ncbi.nlm.nih.gov/pubmed/35792990
http://dx.doi.org/10.1007/s10654-022-00892-3