Localized bases for kernel spaces on the unit sphere (Q2870616)
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scientific article; zbMATH DE number 6248269
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Localized bases for kernel spaces on the unit sphere |
scientific article; zbMATH DE number 6248269 |
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21 January 2014
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interpolation
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thin-plate splines
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sphere
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kernel approximation
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Localized bases for kernel spaces on the unit sphere (English)
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For important special cases of radial basis functions, such as thin-plate splines and other surface splines of the Duchon type, and with arguments restricted to the unit sphere, the authors derive stable ``small footprint'' basis functions. Small footprint means that they are constructed with few coefficients, so their \(\ell_0\)-``norm'' is small. These function space bases are quite easily computable and stable with respect to \(L_p\) norms/spaces. They are local -- not usually compactly supported which is normally not possible here, but quickly decaying -- and admit useful approximations by quasi-interpolation using them. The approach is working via Lagrange functions and as mentioned for the two-dimensional unit-sphere (in parts generalizable as remarked by the authors). Numerical examples are included, too, as is a discussion how to use preconditioning of the Gram (interpolation) matrix in this context.
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