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Compactly supported positive definite radial functions

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Abstract

We provide criteria for positive definiteness of radial functions with compact support. Based on these criteria we will produce a series of positive definite and compactly supported radial functions, which will be very useful in applications. The simplest ones arecut-off polynomials, which consist of a single polynomial piece on [0, 1] and vanish on [1, ∞). More precisely, for any given dimensionn and prescribedC k smoothness, there is a function inC k(ℝn), which is a positive definite radial function with compact support and is a cut-off polynomial as a function of Euclidean distance. Another example is derived from odd-degreeB-splines.

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References

  1. M.D. Buhmann, Multivariable interpolation using radial basis functions, Ph.D. Thesis, University of Cambridge (1989).

  2. K. Guo, S. Hu and X. Sun, Conditionally positive definite functions and Laplace-Stieltjes integrals, J. Approx. Theory 74 (1993) 249–265.

    Article  MATH  MathSciNet  Google Scholar 

  3. A. Iske, Charakterisierung bedingt positiv definiter Funktionen für multivariate Interpolations-methoden mit radialen Basisfunktionen, Ph.D. Dissertation, Göttingen (1994).

  4. W.A. Madych and S.A. Nelson, Error bounds for multiquadric interpolation, in:Approximation Theory VI, vol. 2, eds. C.K. Chiu, L.L. Schumaker and J.D. Ward (1989) pp. 413–416.

  5. C.A. Micchelli, Interpolation of scattered data: distance matrix and conditionally positive definite functions, Constr. Approx. 2 (1986) 11–22.

    Article  MATH  MathSciNet  Google Scholar 

  6. M.J.D. Powell, Radial basis functions for multivariable interpolation: a review, in:Numerical Analysis, eds. D.F. Griffiths and G.A. Watson (Longman Scientific & Technical, Harlow, 1987) pp. 223–241.

    Google Scholar 

  7. R. Schaback, Error estimation and condition numbers for radial basis function interpolation, Preprint (1993).

  8. R. Schaback, Creating surfaces from scattered data using radial functions, in:Mathematical Methods in CAGD III, eds. M. Daeheln, T. Lyche and L.L. Schumaker (Academic Press, 1995).

  9. I.J. Schoenberg, Metric space and completely monotone functions, Ann. Math. 39 (1938) 811–841.

    Article  MathSciNet  Google Scholar 

  10. E.M. Stein and G. Weiss,Introduction to Fourier Analysis on Euclidean Space (Princeton University Press, Princeton, 1971).

    Google Scholar 

  11. X. Sun, Conditional positive definite functions and their application to multivariate interpolations, J. Approx. Theory 74 (1993) 159–180.

    Article  MATH  MathSciNet  Google Scholar 

  12. Z. Wu, Die Kriging Methode zur Lösung mehrdimensionaler Interpolationsprobleme, Ph.D. dissertation, Universität Göttingen (1986).

  13. Z. Wu, Hermite-Birkhoff interpolation of scattered data by radial basis function, Approx. Theory Appl. 8 (1992) 2.

    Google Scholar 

  14. Z. Wu and R. Schaback, Local error estimates for radial basis function interpolation of scattered data, IMA J. Num. Anal. 13 (1993) 13–27.

    Article  MATH  MathSciNet  Google Scholar 

  15. Z. Wu, and R. Schaback, Shape preserving interpolation with radial basis functions, Acta Math. Appl. Sinica 10 (1993) 441–446.

    Article  MathSciNet  Google Scholar 

  16. Z. Wu, Characterization of positive definite radial functions, Preprint, Göttingen (1994).

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Communicated by J.C. Mason

The work was done during the author’s visit to Göttingen with support of a DAAD-Wong fellowship.

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Wu, Z. Compactly supported positive definite radial functions. Adv Comput Math 4, 283–292 (1995). https://doi.org/10.1007/BF03177517

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  • DOI: https://doi.org/10.1007/BF03177517

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