메뉴 건너뛰기




Volumn 50, Issue 1, 2012, Pages 247-271

On dimension-independent rates of convergence for function approximation with Gaussian kernels

Author keywords

Gaussian kernel; Reproducing kernel Hilbert spaces; Shape parameter; Tractability

Indexed keywords

APPROXIMATION ERRORS; COMPUTER EXPERIMENT; CONVERGENCE RATES; DECAY RATE; ERROR BOUND; ERROR CRITERION; FUNCTION APPROXIMATION; FUNCTION VALUES; GAUSSIAN KERNELS; GAUSSIANS; KRIGING METHODS; LINEAR FUNCTIONAL; LINEAR FUNCTIONALS; MESHFREE; NUMBER OF DATUM; RATES OF CONVERGENCE; REPRODUCING KERNEL; REPRODUCING KERNEL HILBERT SPACES; SHAPE PARAMETERS; TRACTABILITY; TRANSLATION INVARIANTS; UNIT BALL;

EID: 84861371337     PISSN: 00361429     EISSN: None     Source Type: Journal    
DOI: 10.1137/10080138X     Document Type: Article
Times cited : (47)

References (31)
  • 4
    • 33744770935 scopus 로고    scopus 로고
    • Learning theory: An approximation theory viewpoint
    • Cambridge University Press, Cambridge, UK
    • F. Cucker and D. X. Zhou, Learning Theory: An Approximation Theory Viewpoint, Camb. Monogr. Appl. Comput. Math., Cambridge University Press, Cambridge, UK, 2007.
    • (2007) Camb. Monogr. Appl. Comput. Math.
    • Cucker, F.1    Zhou, D.X.2
  • 8
    • 79955060264 scopus 로고    scopus 로고
    • Quasi-polynomial tractability
    • M. Gnewuch and H. Woźniakowski, Quasi-polynomial tractability, J. Complexity, 27 (2011), pp. 312-330.
    • (2011) J. Complexity , vol.27 , pp. 312-330
    • Gnewuch, M.1    Woźniakowski, H.2
  • 9
    • 0003037370 scopus 로고
    • Optimal approximation and error bounds
    • R. E. Langer, ed., University of Wisconsin Press
    • M. Golomb and H. F. Weinberger, Optimal approximation and error bounds, in On Numerical Approximation, R. E. Langer, ed., University of Wisconsin Press, 1959, pp. 117-190.
    • (1959) On Numerical Approximation , pp. 117-190
    • Golomb, M.1    Weinberger, H.F.2
  • 12
    • 84861365193 scopus 로고    scopus 로고
    • SAS Institute, Cary, NC
    • JMP 9.0, SAS Institute, Cary, NC, 2010.
    • (2010) JMP 9.0
  • 13
    • 64049103619 scopus 로고    scopus 로고
    • On the power of standard information for multivariate approximation in the worst case setting
    • F. Kuo, G. W. Wasilkowski, and H. Woźniakowski, On the power of standard information for multivariate approximation in the worst case setting, J. Approx. Theory, 158 (2009), pp. 97-125.
    • (2009) J. Approx. Theory , vol.158 , pp. 97-125
    • Kuo, F.1    Wasilkowski, G.W.2    Woźniakowski, H.3
  • 14
    • 0002567674 scopus 로고
    • Bounds on multivariate polynomials and exponential error estimates for multiquadric interpolation
    • W. R. Madych and S. A. Nelson, Bounds on multivariate polynomials and exponential error estimates for multiquadric interpolation, J. Approx. Theory, 70 (1992), pp. 94-114.
    • (1992) J. Approx. Theory , vol.70 , pp. 94-114
    • Madych, W.R.1    Nelson, S.A.2
  • 18
    • 72549087783 scopus 로고    scopus 로고
    • Sampling inequalities for infinitely smooth functions, with applications to interpolation and machine learning
    • C. Rieger and B. Zwicknagl, Sampling inequalities for infinitely smooth functions, with applications to interpolation and machine learning, Adv. Comput. Math., 32 (2008), pp. 103- 129.
    • (2008) Adv. Comput. Math. , vol.32 , pp. 103-129
    • Rieger, C.1    Zwicknagl, B.2
  • 19
    • 33646731541 scopus 로고    scopus 로고
    • Kernel techniques: From machine learning to meshless methods
    • DOI 10.1017/S0962492906270016, PII S0962492906270016
    • R. Schaback and H. Wendland, Kernel techniques: From machine learning to meshless methods, Acta Numer., 15 (2006), pp. 543-639. (Pubitemid 43748012)
    • (2006) Acta Numerica , vol.15 , pp. 543-639
    • Schaback, R.1    Wendland, H.2
  • 21
    • 0001048297 scopus 로고
    • Quadrature and interpolation formulas for tensor products of certain classes of functions
    • S. A. Smolyak, Quadrature and interpolation formulas for tensor products of certain classes of functions, Dokl. Akad. Nauk SSSR, 4 (1963), pp. 240-243.
    • (1963) Dokl. Akad. Nauk SSSR , vol.4 , pp. 240-243
    • Smolyak, S.A.1
  • 24
    • 33947372892 scopus 로고    scopus 로고
    • An explicit description of the reproducing kernel Hilbert spaces of Gaussian RBF kernels
    • I. Steinwart, D. Hush, and C. Scovel, An explicit description of the reproducing kernel Hilbert spaces of Gaussian RBF kernels, IEEE Trans. Inform. Theory, 52 (2006), pp. 4635- 4663.
    • (2006) IEEE Trans. Inform. Theory , vol.52 , pp. 4635-4663
    • Steinwart, I.1    Hush, D.2    Scovel, C.3
  • 27
  • 28
    • 46449084805 scopus 로고
    • Explicit error bounds of algorithms for multivariate tensor product problems
    • G. W. Wasilkowski and H. Woźniakowski, Explicit error bounds of algorithms for multivariate tensor product problems, J. Complexity, 11 (1995), pp. 1-56.
    • (1995) J. Complexity , vol.11 , pp. 1-56
    • Wasilkowski, G.W.1    Woźniakowski, H.2
  • 30
    • 0242350085 scopus 로고    scopus 로고
    • Gaussian interpolation revisited
    • K. Kopotun, T. Lyche, and M. Neamtu, eds., Vanderbilt University Press, Nashville, TN
    • H. Wendland, Gaussian interpolation revisited, in Trends in Approximation Theory, K. Kopotun, T. Lyche, and M. Neamtu, eds., Vanderbilt University Press, Nashville, TN, 2001, pp. 417-426.
    • (2001) Trends in Approximation Theory , pp. 417-426
    • Wendland, H.1
  • 31
    • 26644435618 scopus 로고    scopus 로고
    • Scattered data approximation
    • Cambridge University Press, Cambridge, UK
    • H. Wendland, Scattered Data Approximation, Cambridge Monogr. Appl. Comput. Math. 17, Cambridge University Press, Cambridge, UK, 2005.
    • (2005) Cambridge Monogr. Appl. Comput. Math. , vol.17
    • Wendland, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.