English

Worst case tractability of $L_2$-approximation for weighted Korobov spaces

Information Theory 2023-09-07 v2 math.IT

Abstract

We study L2L_2-approximation problems APPd\text{APP}_d in the worst case setting in the weighted Korobov spaces Hd,\a,\gaH_{d,\a,{\bm \ga}} with parameter sequences \ga={\gaj}{\bm \ga}=\{\ga_j\} and \a={\azj}\a=\{\az_j\} of positive real numbers 1\ga1\ga201\ge \ga_1\ge \ga_2\ge \cdots\ge 0 and 12<\az1\az2\frac1 2<\az_1\le \az_2\le \cdots. We consider the minimal worst case error e(n,APPd)e(n,\text{APP}_d) of algorithms that use nn arbitrary continuous linear functionals with dd variables. We study polynomial convergence of the minimal worst case error, which means that e(n,APPd)e(n,\text{APP}_d) converges to zero polynomially fast with increasing nn. We recall the notions of polynomial, strongly polynomial, weak and (t1,t2)(t_1,t_2)-weak tractability. In particular, polynomial tractability means that we need a polynomial number of arbitrary continuous linear functionals in dd and \va1\va^{-1} with the accuracy \va\va of the approximation. We obtain that the matching necessary and sufficient condition on the sequences \ga{\bm \ga} and \a\a for strongly polynomial tractability or polynomial tractability is \dz:=lim infjln\gaj1lnj>0,\dz:=\liminf_{j\to\infty}\frac{\ln \ga_j^{-1}}{\ln j}>0, and the exponent of strongly polynomial tractability is pstr=2max{1\dz,12\az1}.p^{\text{str}}=2\max\big\{\frac 1 \dz, \frac 1 {2\az_1}\big\}.

Keywords

Cite

@article{arxiv.2308.13753,
  title  = {Worst case tractability of $L_2$-approximation for weighted Korobov spaces},
  author = {Huichao Yan and Jia Chen},
  journal= {arXiv preprint arXiv:2308.13753},
  year   = {2023}
}