Smaller generalization error derived for deep compared to shallow residual neural networks

Bibliography:

A. Kammonen and J. Kiessling and P. Plechac and M. Sandberg and A. Szepessy and R. Tempone. "Smaller generalization error derived for deep compared to shallow residual neural networks", arXiv preprint arXiv:2010.01887, September 2020.

Authors:

A. Kammonen And J. Kiessling And P. Plechac And M. Sandberg And A. Szepessy And And R. Tempone

Keywords:

residual network, deep random feature, supervised learning, error estimates, layer by layer algorithm.

Year:

2020

Website

Smaller generalization error derived for deep compared to shallow residual neural networks

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Stochastic Numerics Research Group (STOCHNUM)