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The quest for the reliability of machine learning models in binary classification on tabular data

In this paper we explore the reliability of contexts of machine learning (ML) models. There are several evaluation procedures commonly used to validate a model (precision, F1 Score and others); However, these procedures are not linked to the evaluation of learning itself, but only to the number of c...

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Detalles Bibliográficos
Autores principales: Araujo Santos, Vitor Cirilo, Cardoso, Lucas, Alves, Ronnie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10611807/
https://www.ncbi.nlm.nih.gov/pubmed/37891221
http://dx.doi.org/10.1038/s41598-023-45876-9