Abstract
In this study, we are mainly interested in error estimates of interpolation, using smooth radial basis functions such as multiquadrics. The current theories of radial basis function interpolation provide optimal error bounds when the basis function φ is smooth and the approximand f is in a certain reproducing kernel Hilbert space Fφ. However, since the space Fφ is very small when the function φ is smooth, the major concern of this paper is to prove approximation orders of interpolation to functions in the Sobolev space. For instance, when φ is a multiquadric, we will observe the error bound o(hk) if the function to be approximated is in the Sobolev space of smoothness order k.
Original language | English |
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Pages (from-to) | 946-958 |
Number of pages | 13 |
Journal | SIAM Journal on Mathematical Analysis |
Volume | 33 |
Issue number | 4 |
DOIs | |
State | Published - 2001 |
Keywords
- "Shifted" surface spline
- Interpolation
- Multiquadric
- Positive definite function
- Radial basis function
- Sobolev space