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Reconciling modern machine-learning practice and the classical bias–variance trade-off

Breakthroughs in machine learning are rapidly changing science and society, yet our fundamental understanding of this technology has lagged far behind. Indeed, one of the central tenets of the field, the bias–variance trade-off, appears to be at odds with the observed behavior of methods used in mod...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Belkin, Mikhail, Hsu, Daniel, Ma, Siyuan, Mandal, Soumik
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6689936/
https://ncbi.nlm.nih.gov/pubmed/31341078
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1903070116
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