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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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Detalles Bibliográficos
Autores principales: Mei, Song, Montanari, Andrea, Nguyen, Phan-Minh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6099898/
https://www.ncbi.nlm.nih.gov/pubmed/30054315
http://dx.doi.org/10.1073/pnas.1806579115