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Wide and deep neural networks achieve consistency for classification

While neural networks are used for classification tasks across domains, a long-standing open problem in machine learning is determining whether neural networks trained using standard procedures are consistent for classification, i.e., whether such models minimize the probability of misclassification...

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Detalles Bibliográficos
Autores principales: Radhakrishnan, Adityanarayanan, Belkin, Mikhail, Uhler, Caroline
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10083596/
https://www.ncbi.nlm.nih.gov/pubmed/36996114
http://dx.doi.org/10.1073/pnas.2208779120

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