5 citations · 5 across the 2 of their papers we have counts for
3 papers
stat.ML2018
The global optimum of shallow neural network is attained by ridgelet transform
Sho Sonoda, Isao Ishikawa, Masahiro Ikeda +4
We prove that the global minimum of the backpropagation (BP) training problem of neural networks with an arbitrary nonlinear activation is given by the ridgelet transform. A series…
cs.LG2017★ 5 cited
Transportation analysis of denoising autoencoders: a novel method for analyzing deep neural networks
Sho Sonoda, Noboru Murata
The feature map obtained from the denoising autoencoder (DAE) is investigated by determining transportation dynamics of the DAE, which is a cornerstone for deep learning. Despite t…
q-bio.NC2017
Estimation of neural connections from partially observed neural spikes
Taishi Iwasaki, Hideitsu Hino, Masami Tatsuno +2
Plasticity is one of the most important properties of the nervous system, which enables animals to adjust their behavior to the ever-changing external environment. Changes in synap…