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Hierarchical tensor approximation of high-dimensional functions of isotropic and anisotropic Sobolev smoothness

Gajendran, Emily and Harbrecht, Helmut and von Rickenbach, Remo. (2024) Hierarchical tensor approximation of high-dimensional functions of isotropic and anisotropic Sobolev smoothness. Preprints Fachbereich Mathematik, 2024 (02).

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Official URL: https://edoc.unibas.ch/96369/

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Abstract

In this article, we study the hierarchical tensor decomposition of functions from both smoothness classes, isotropic Sobolev spaces and anisotropic Sobolev spaces. For this purpose, we consider the known rank estimates in case of bivariate approximation, which can be found in [14] and [16], and successively apply them to analyze the truncated hierarchical tensor decomposition. In comparison to the isotropic case, we obtain improved results with respect to anisotropic Sobolev spaces. Indeed, the associated ranks of the truncated hierarchical tensor decomposition stay essentially bounded which beats the curse of dimension that is observed in the isotropic case.
Faculties and Departments:05 Faculty of Science > Departement Mathematik und Informatik > Mathematik > Computational Mathematics (Harbrecht)
12 Special Collections > Preprints Fachbereich Mathematik
UniBasel Contributors:Gajendran, Emily and Harbrecht, Helmut and von Rickenbach, Remo
Item Type:Preprint
Publisher:Universität Basel
Language:English
edoc DOI:
Last Modified:30 Apr 2024 14:08
Deposited On:30 Apr 2024 14:08

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