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A Frobenius Norm Regularization Method for Convolutional Kernel Tensors in Neural Networks

The convolutional neural network is a very important model of deep learning. It can help avoid the exploding/vanishing gradient problem and improve the generalizability of a neural network if the singular values of the Jacobian of a layer are bounded around 1 in the training process. We propose a ne...

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Detalles Bibliográficos
Autor principal: Guo, Pei-Chang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9792232/
https://www.ncbi.nlm.nih.gov/pubmed/36579174
http://dx.doi.org/10.1155/2022/3277730