most citedDeep Ridgelet Transform: Voice with Koopman Operator Proves Universality of Formal Deep Networks

1 citations · 1 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2024

Quantum Circuit -algebra Net

Yuka Hashimoto, Ryuichiro Hataya

This paper introduces quantum circuit -algebra net, which provides a connection between -algebra nets proposed in classical machine learning and quantum circuits. Using $…

cs.LG2023★ 1 cited

Deep Ridgelet Transform: Voice with Koopman Operator Proves Universality of Formal Deep Networks

Sho Sonoda, Yuka Hashimoto, Isao Ishikawa +1

We identify hidden layers inside a deep neural network (DNN) with group actions on the data domain, and formulate a formal deep network as a dual voice transform with respect to th…

math.DS2023

Koopman spectral analysis of skew-product dynamics on Hilbert -modules

Dimitrios Giannakis, Yuka Hashimoto, Masahiro Ikeda +2

We introduce a linear operator on a Hilbert -module for analyzing skew-product dynamical systems. The operator is defined by composition and multiplication. We show that it ad…