Locality properties of radial basis function expansion coefficients for equispaced interpolation |
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Authors: | Fornberg, Bengt Flyer, Natasha Hovde, Susan Piret, Cecile |
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Affiliation: | Department of Applied Mathematics, University of Colorado, Boulder, CO 80309, USA |
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Abstract: | Natasha Flyer Many types of radial basis functions (RBFs) are global in termsof having large magnitude across the entire domain. Yet, incontrast, e.g. with expansions in orthogonal polynomials, RBFexpansions exhibit a strong property of locality with regardto their coefficients. That is, changing a single data valuemainly affects the coefficients of the RBFs which are centredin the immediate vicinity of that data location. This localityfeature can be advantageous in the development of fast and well-conditionediterative RBF algorithms. With this motivation, we employ hereboth analytical and numerical techniques to derive the decayrates of the expansion coefficients for cardinal data, in both1D and 2D. Furthermore, we explore how these rates vary in theinteresting high-accuracy limit of increasingly flat RBFs. |
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Keywords: | radial basis functions RBF cardinal interpolation |
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