Diyora Salimova | DeepAI

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Featured Co-authors

Arnulf Jentzen
55 publications
Philipp Grohs
31 publications
Lukas Gonon
17 publications
Fabian Hornung
4 publications
Jonas Baggenstos
1 publication
Aritz Bercher
1 publication

research

∙ 10/30/2021

Approximation properties of Residual Neural Networks for Kolmogorov PDEs

In recent years residual neural networks (ResNets) as introduced by [He,...

0 Jonas Baggenstos, et al. ∙

research

∙ 07/03/2020

Weak error analysis for stochastic gradient descent optimization algorithms

Stochastic gradient descent (SGD) type optimization schemes are fundamen...

0 Aritz Bercher, et al. ∙

research

∙ 06/03/2020

Space-time deep neural network approximations for high-dimensional partial differential equations

It is one of the most challenging issues in applied mathematics to appro...

0 Fabian Hornung, et al. ∙

research

∙ 08/28/2019

Deep neural network approximations for Monte Carlo algorithms

Recently, it has been proposed in the literature to employ deep neural n...

0 Philipp Grohs, et al. ∙