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Philipp Schmocker

Solving stochastic partial differential equations using neural networks in the Wiener chaos expansion

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Nov 05, 2024
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Universal approximation results for neural networks with non-polynomial activation function over non-compact domains

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Oct 23, 2024
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Full error analysis of the random deep splitting method for nonlinear parabolic PDEs and PIDEs with infinite activity

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May 08, 2024
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Universal Approximation Property of Random Neural Networks

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Dec 20, 2023
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Global universal approximation of functional input maps on weighted spaces

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Jun 05, 2023
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Chaotic Hedging with Iterated Integrals and Neural Networks

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Sep 21, 2022
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