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Spectral Decomposition of Discrepancy Kernels on the Euclidean Ball, the Special Orthogonal Group, and the Grassmannian Manifold.

Authors :
Dick, Josef
Ehler, Martin
Gräf, Manuel
Krattenthaler, Christian
Source :
Constructive Approximation. Jun2023, Vol. 57 Issue 3, p983-1026. 44p.
Publication Year :
2023

Abstract

To numerically approximate Borel probability measures by finite atomic measures, we study the spectral decomposition of discrepancy kernels when restricted to compact subsets of R d . For restrictions to the Euclidean ball in odd dimensions, to the rotation group SO (3) , and to the Grassmannian manifold G 2 , 4 , we compute the kernels' Fourier coefficients and determine their asymptotics. The L 2 -discrepancy is then expressed in the Fourier domain that enables efficient numerical minimization based on the nonequispaced fast Fourier transform. For SO (3) , the nonequispaced fast Fourier transform is publicly available, and, for G 2 , 4 , the transform is derived here. We also provide numerical experiments for SO (3) and G 2 , 4 . [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01764276
Volume :
57
Issue :
3
Database :
Academic Search Index
Journal :
Constructive Approximation
Publication Type :
Academic Journal
Accession number :
164275724
Full Text :
https://doi.org/10.1007/s00365-023-09638-0