A proof of convergence for gradient descent in the training of artificial neural networks for constant target functions

Cheridito, Patrick; Jentzen, Arnulf; Riekert, Adrian; Rossmannek, Florian

Research article (journal) | Peer reviewed

Details about the publication

JournalJournal of Complexity
Volume72
Article number101646
StatusPublished
Release year2022
Language in which the publication is writtenEnglish
DOI10.1016/j.jco.2022.101646
Link to the full texthttps://doi.org/10.1016/j.jco.2022.101646
KeywordsArtificial neural networks; Nonconvex optimization; Nonsmooth optimization; Gradient methods; Machine learning

Authors from the University of Münster

Jentzen, Arnulf
Institute for Analysis and Numerics
Riekert, Adrian
Mathematical Institute