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Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold
To numerically approximate Borel probability measures by finite atomic measures, we study the spectral decomposition of discrepancy kernels when restricted to compact subsets of [Formula: see text] . For restrictions to the Euclidean ball in odd dimensions, to the rotation group [Formula: see text]...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10264311/ https://www.ncbi.nlm.nih.gov/pubmed/37323829 http://dx.doi.org/10.1007/s00365-023-09638-0 |
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author | Dick, Josef Ehler, Martin Gräf, Manuel Krattenthaler, Christian |
author_facet | Dick, Josef Ehler, Martin Gräf, Manuel Krattenthaler, Christian |
author_sort | Dick, Josef |
collection | PubMed |
description | To numerically approximate Borel probability measures by finite atomic measures, we study the spectral decomposition of discrepancy kernels when restricted to compact subsets of [Formula: see text] . For restrictions to the Euclidean ball in odd dimensions, to the rotation group [Formula: see text] , and to the Grassmannian manifold [Formula: see text] , we compute the kernels’ Fourier coefficients and determine their asymptotics. The [Formula: see text] -discrepancy is then expressed in the Fourier domain that enables efficient numerical minimization based on the nonequispaced fast Fourier transform. For [Formula: see text] , the nonequispaced fast Fourier transform is publicly available, and, for [Formula: see text] , the transform is derived here. We also provide numerical experiments for [Formula: see text] and [Formula: see text] . |
format | Online Article Text |
id | pubmed-10264311 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-102643112023-06-15 Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold Dick, Josef Ehler, Martin Gräf, Manuel Krattenthaler, Christian Constr Approx Article To numerically approximate Borel probability measures by finite atomic measures, we study the spectral decomposition of discrepancy kernels when restricted to compact subsets of [Formula: see text] . For restrictions to the Euclidean ball in odd dimensions, to the rotation group [Formula: see text] , and to the Grassmannian manifold [Formula: see text] , we compute the kernels’ Fourier coefficients and determine their asymptotics. The [Formula: see text] -discrepancy is then expressed in the Fourier domain that enables efficient numerical minimization based on the nonequispaced fast Fourier transform. For [Formula: see text] , the nonequispaced fast Fourier transform is publicly available, and, for [Formula: see text] , the transform is derived here. We also provide numerical experiments for [Formula: see text] and [Formula: see text] . Springer US 2023-04-07 2023 /pmc/articles/PMC10264311/ /pubmed/37323829 http://dx.doi.org/10.1007/s00365-023-09638-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Dick, Josef Ehler, Martin Gräf, Manuel Krattenthaler, Christian Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title | Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title_full | Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title_fullStr | Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title_full_unstemmed | Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title_short | Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold |
title_sort | spectral decomposition of discrepancy kernels on the euclidean ball, the special orthogonal group, and the grassmannian manifold |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10264311/ https://www.ncbi.nlm.nih.gov/pubmed/37323829 http://dx.doi.org/10.1007/s00365-023-09638-0 |
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