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Christoph Schwab

Researcher at ETH Zurich

Publications -  494
Citations -  19971

Christoph Schwab is an academic researcher from ETH Zurich. The author has contributed to research in topics: Finite element method & Discretization. The author has an hindex of 71, co-authored 473 publications receiving 17940 citations. Previous affiliations of Christoph Schwab include École Polytechnique Fédérale de Lausanne & Linköping University.

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Improved Efficiency of a Multi-Index FEM for Computational Uncertainty Quantification

TL;DR: In this article, a multi-index algorithm for the Monte Carlo discretization of a linear, elliptic PDE with affine-parametric input was proposed, which allows a multilevel f...
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Tensor FEM for spectral fractional diffusion

TL;DR: In this article, several finite element methods (FEMs) are applied to the Caffarelli-Silvestre extension that localizes the fractional powers of symmetric, coercive linear elliptic operators in bounded domains with Dirichlet boundary conditions.
Journal Article

Analyticity and sparsity in uncertainty quantification for PDEs with Gaussian random field inputs

TL;DR: These results yield dimension-independent convergence rates of various constructive high-dimensional deterministic numerical approximation schemes such as single-level and multi-level versions of anisotropic sparse-grid Hermite-Smolyak interpolation and quadrature in both forward and inverse computational uncertainty quantification.

Analytic regularity and GPC approximation for control problems constrained by linear parametric elliptic and parabolic PDEs

TL;DR: In this paper, Cohen et al. showed that the state and the control are analytic as functions depending on these parameters, and established sparsity of generalized polynomial chaos (gpc) expansions of both state and control in terms of the stochastic coordinate sequence of the random inputs.