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Large-scale evaluation of k-fold cross-validation ensembles for uncertainty estimation

It is insightful to report an estimator that describes how certain a model is in a prediction, additionally to the prediction alone. For regression tasks, most approaches implement a variation of the ensemble method, apart from few exceptions. Instead of a single estimator, a group of estimators yie...

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Detalles Bibliográficos
Autores principales: Dutschmann, Thomas-Martin, Kinzel, Lennart, ter Laak, Antonius, Baumann, Knut
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142532/
https://www.ncbi.nlm.nih.gov/pubmed/37118768
http://dx.doi.org/10.1186/s13321-023-00709-9