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A mean field view of the landscape of two-layer neural networks

Multilayer neural networks are among the most powerful models in machine learning, yet the fundamental reasons for this success defy mathematical understanding. Learning a neural network requires optimizing a nonconvex high-dimensional objective (risk function), a problem that is usually attacked us...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Mei, Song, Montanari, Andrea, Nguyen, Phan-Minh
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6099898/
https://ncbi.nlm.nih.gov/pubmed/30054315
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1806579115
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