New explicit-in-dimension estimates for the cardinality of high-dimensional hyperbolic crosses and approximation of functions having mixed smoothness

preprint2014arXivOpen access

Abstract

We are aiming at sharp and explicit-in-dimension estimations of the cardinality of ss-dimensional hyperbolic crosses where ss may be large, and applications in high-dimensional approximations of functions having mixed smoothness. In particular, we provide new tight and explicit-in-dimension upper and lower bounds for the cardinality of hyperbolic crosses. We apply them to obtain explicit upper and lower bounds for Kolmogorov NN-widths and ε\varepsilon-dimensions of a modified Korobov class parametrized by positive aa of ss-variate periodic functions having mixed smoothness rr, as a function of three variables N,s,aN,s,a and ε,s,a\varepsilon, s,a, respectively, when N,sN,s may be large, ε\varepsilon may be small and aa may range from 0 to infinity. Based on these results we describe a complete classification of tractability for the problem of ε\varepsilon-dimensions of the modified Korobov class. In particular, we prove the introduced exponential tractability of this problem for a>1a>1. All of these methods and results are also extended to high-dimensional approximations of non-periodic functions by Jacobi polynomials with powers in hyperbolic crosses.

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