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Learning with Known Operators reduces Maximum Training Error Bounds

We describe an approach for incorporating prior knowledge into machine learning algorithms. We aim at applications in physics and signal processing in which we know that certain operations must be embedded into the algorithm. Any operation that allows computation of a gradient or sub-gradient toward...

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Detalhes bibliográficos
Publicado no:Nat Mach Intell
Main Authors: Maier, Andreas K., Syben, Christopher, Stimpel, Bernhard, Würfl, Tobias, Hoffmann, Mathis, Schebesch, Frank, Fu, Weilin, Mill, Leonid, Kling, Lasse, Christiansen, Silke
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6690833/
https://ncbi.nlm.nih.gov/pubmed/31406960
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s42256-019-0077-5
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