TY - JOUR
T1 - Integration and L2-approximation
T2 - Average case setting with isotropic wiener measure for smooth functions
AU - Ritter, Klaus
AU - Wasilkowski, Grzegorz W.
PY - 1996
Y1 - 1996
N2 - We propose isotropic probability measures defined on classes of smooth multivariate functions. These provide a natural extension of the classical isotropic Wiener measure to multivariate functions from C2r. We show that, in the corresponding average case setting, the minimal errors of algorithms that use n function values are Θ(n−(d+4r+1)/(2d)) and Θ(n−(4r+1)/(2d)) for the integration and L2-approximation problems, respectively. Here d is the number of variables of the corresponding class of functions. This means that the minimal average errors depend essentially on the number d of variables. In particular, for d large relative to r, the L2-approximation problem is intractable. The integration and L2-approximation problems have been recently studied with measures whose covariance kernels are tensor products. The results for these measures and for isotropic measures differ significantly.
AB - We propose isotropic probability measures defined on classes of smooth multivariate functions. These provide a natural extension of the classical isotropic Wiener measure to multivariate functions from C2r. We show that, in the corresponding average case setting, the minimal errors of algorithms that use n function values are Θ(n−(d+4r+1)/(2d)) and Θ(n−(4r+1)/(2d)) for the integration and L2-approximation problems, respectively. Here d is the number of variables of the corresponding class of functions. This means that the minimal average errors depend essentially on the number d of variables. In particular, for d large relative to r, the L2-approximation problem is intractable. The integration and L2-approximation problems have been recently studied with measures whose covariance kernels are tensor products. The results for these measures and for isotropic measures differ significantly.
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U2 - 10.1216/rmjm/1181072003
DO - 10.1216/rmjm/1181072003
M3 - Article
AN - SCOPUS:0038877706
SN - 0035-7596
VL - 26
SP - 1541
EP - 1557
JO - Rocky Mountain Journal of Mathematics
JF - Rocky Mountain Journal of Mathematics
IS - 4
ER -