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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
Journal:
Journal of Complexity
Volume:
72
Article number:
101646
Status:
Published
Release year:
2022
Language in which the publication is written:
English
DOI:
10.1016/j.jco.2022.101646
Link to the full text:
https://doi.org/10.1016/j.jco.2022.101646
Keywords:
Artificial 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