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Worst case tractability of $L_2$-approximation for weighted Korobov spaces (2308.13753v2)

Published 26 Aug 2023 in cs.IT and math.IT

Abstract: We study $L_2$-approximation problems $\text{APP}d$ in the worst case setting in the weighted Korobov spaces $H{d,\a,{\bm \ga}}$ with parameter sequences ${\bm \ga}={\ga_j}$ and $\a={\az_j}$ of positive real numbers $1\ge \ga_1\ge \ga_2\ge \cdots\ge 0$ and $\frac1 2<\az_1\le \az_2\le \cdots$. We consider the minimal worst case error $e(n,\text{APP}d)$ of algorithms that use $n$ arbitrary continuous linear functionals with $d$ variables. We study polynomial convergence of the minimal worst case error, which means that $e(n,\text{APP}_d)$ converges to zero polynomially fast with increasing $n$. We recall the notions of polynomial, strongly polynomial, weak and $(t_1,t_2)$-weak tractability. In particular, polynomial tractability means that we need a polynomial number of arbitrary continuous linear functionals in $d$ and $\va{-1}$ with the accuracy $\va$ of the approximation. We obtain that the matching necessary and sufficient condition on the sequences ${\bm \ga}$ and $\a$ for strongly polynomial tractability or polynomial tractability is $$\dz:=\liminf{j\to\infty}\frac{\ln \ga_j{-1}}{\ln j}>0,$$ and the exponent of strongly polynomial tractability is $$p{\text{str}}=2\max\big{\frac 1 \dz, \frac 1 {2\az_1}\big}.$$

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