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The L2-Approximation Orders of Principal Shift-Invariant Spaces Generated by a Radial Basis Function

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Numerical Methods in Approximation Theory, Vol. 9

Abstract

Approximations from the L 2-closure S of the finite linear combinations of the shifts of a radial basis function are considered, and a thorough analysis of the least-squares approximation orders from such spaces is provided. The results apply to polyharmonic splines, multiquadrics, the Gaussian kernel and other functions, and include the derivation of spectral orders. For stationary refinements it is shown that the saturation class is trivial, i.e., no non-zero function in the underlying Sobolev space can be approximated to a better rate. The approach makes essential use of recenl results of de Boor, DeVore and the author.

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References

  1. de Boor, C, Quasiinterpolants and approximation power of multivariate splines, in Computation of Curves and Surfaces, M. Gasca and C. A. Micchelli (eds.), Dordrecht, Netherlands: Kluwer Academic Publishers, (1990), 313–345.

    Chapter  Google Scholar 

  2. de Boor, C, R. A. DeVore and A. Ron, Approximation from shift-invariant subspaces of L 2(ℝd), CMS TSR #92-2, University of Wisconsin-Madison, July 1991.

    Google Scholar 

  3. de Boor, C. and R.Q. Jia, Controlled approximation and a characterization of the local approximation order, Proc. Amer. Math. Soc. 95 (1985) 547–553.

    Article  Google Scholar 

  4. de Boor, C. and A. Ron, Fourier analysis of approximation power of principal shift-invariant spaces, Constr. Approx., to appear.

    Google Scholar 

  5. Buhmann, M. D., Multivariate interpolation with radial basis functions, Constr. Approx. 6 (1990), 225–256.

    Article  Google Scholar 

  6. Buhmann, M. D., On Quasi-Interpolation with Radial Basis Functions, ms, 1991.

    Google Scholar 

  7. Buhmann, M. D., and N. Dyn, Error estimates for multiquadric interpolation, in Curves and Surfaces, P.-J. Laurent, A. Le Méhauté, and L. L. Schumaker (eds.), Academic Press, New York, 1991, 51–58.

    Google Scholar 

  8. Dyn, N., I.R.H. Jackson, D. Levin, and A. Ron, On multivariate approximation by the integer translates of a basis function, Israel J. Math., to appear.

    Google Scholar 

  9. Dyn, N. and A. Ron, Local approximation by certain spaces of multivariate exponential-polynomials, approximation order of exponential box splines and related interpolation problems, Trans. Amer. Math. Soc. 319 (1990), 381–404.

    Article  Google Scholar 

  10. Halton, E. J. and W. A. Light, On local and controlled approximation order, J. Approx. Theory, to appear.

    Google Scholar 

  11. Jackson, I.R.H., An order of convergence for some radial basis functions, IMA J. Numer. Anal. 9 (1989), 567–587.

    Article  Google Scholar 

  12. Jia, R.-Q. and J. Lei, Approximation by multiinteger translates of functions having global support, J. Approx. Theory, to appear.

    Google Scholar 

  13. Lei, J. and R.-Q. Jia, Approximation by piecewise exponentials, SIAM J. Math. Anal., to appear

    Google Scholar 

  14. Light, W. A. and E. W. Cheney, Quasi-interpolation with translates of a function having non-compact support, Constr. Approx. 8 (1992), 35–48.

    Article  Google Scholar 

  15. Madych, W. R., Error estimates for interpolation by generalized splines, preprint.

    Google Scholar 

  16. Madych, W. R. and S. A. Nelson, Polyharmonic cardinal splines I, J. Approx. Theory 40 (1990), 141–156.

    Article  Google Scholar 

  17. Powell, M.J.D., The theory of radial basis function approximation in 1990. in Advances in Numerical Analysis II: Wavelets, Subdivision Algorithms and Radial Functions, W. Light (ed.), Oxford University Press, Oxford, 1992, 105–210.

    Google Scholar 

  18. Ron, A., Exponential box splines, Constr. Approx. 4 (1988), 357–378.

    Article  Google Scholar 

  19. Ron, A., A characterization of the approximation order of multivariate spline spaces, Studia Math. 98(1) (1991), 73–90.

    Google Scholar 

  20. Strang, G. and G. Fix, A Fourier analysis of the finite element variational method. C.I.M.E. II Ciclo 1971, in Constructive Aspects of Functional Analysis, G. Geymonat (ed.), 1973, 793–840.

    Google Scholar 

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Dedicated to the memory of Lothar Collatz

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Ron, A. (1992). The L2-Approximation Orders of Principal Shift-Invariant Spaces Generated by a Radial Basis Function. In: Braess, D., Schumaker, L.L. (eds) Numerical Methods in Approximation Theory, Vol. 9. ISNM 105: International Series of Numerical Mathematics / Internationale Schriftenreihe zur Numerischen Mathematik / Série Internationale d’Analyse Numérique, vol 105. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-8619-2_14

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  • DOI: https://doi.org/10.1007/978-3-0348-8619-2_14

  • Publisher Name: Birkhäuser, Basel

  • Print ISBN: 978-3-0348-9702-0

  • Online ISBN: 978-3-0348-8619-2

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