A Global Universality of Two-Layer Neural Networks with ReLU Activations

In the present study, we investigate a universality of neural networks, which concerns a density of the set of two-layer neural networks in function spaces. There are many works that handle the convergence over compact sets. In the present paper, we consider a global convergence by introducing a nor...

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Bibliographic Details
Main Authors: Naoya Hatano, Masahiro Ikeda, Isao Ishikawa, Yoshihiro Sawano
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:Journal of Function Spaces
Online Access:http://dx.doi.org/10.1155/2021/6637220