no code implementations • 5 Feb 2021 • Pei-Chang Guo
In order to help avoid the exploding/vanishing gradient problem, it is desirable that the singular values of each transformation matrix are not large/small in the training process.
no code implementations • 25 Jul 2019 • Pei-Chang Guo
We propose a new penalty function for a convolutional kernel to let the singular values of the corresponding transformation matrix are bounded around $1$.
no code implementations • 12 Jun 2019 • Pei-Chang Guo, Qiang Ye
Convolutional neural network is an important model in deep learning.