Mathematical analysis of finite parameter deep neural network models with skip connections from the viewpoint of representation sets

DOI10.1007/S13160-022-00541-YOpenAlexW4297198899MaRDI QIDQ2107473

Jumpei Nagase

Publication date: 1 December 2022

Published in: Japan Journal of Industrial and Applied Mathematics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s13160-022-00541-y

zbMATH Keywords

deep neural networksinclusion relations of function setsrepresentational capabilityskip connection

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07)

Uses Software

• darch
• MLP-Mixer

Cites Work

• A Fast Learning Algorithm for Deep Belief Nets
• Approximation by superpositions of a sigmoidal function
• Unnamed Item

This page was built for publication: Mathematical analysis of finite parameter deep neural network models with skip connections from the viewpoint of representation sets