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Approximation on anisotropic Besov classes with mixed norms by standard information

Authors: Gensun Fang; Huan Li; Fred J. Hickernell;

Approximation on anisotropic Besov classes with mixed norms by standard information

Abstract

Let \(\mathbb{T}^d\) be the \(d\)-dimensional torus, let \(X\) be a normed linear space of real functions defined on \(\mathbb{T}^d\), and let \(C(\mathbb{T}^d)\) be the space of all real, continuous and periodic functions on \(\mathbb{T}^d\). In order to compare different approximation algorithms that are applicable to the functions belonging to a given set \(K\subset C(\mathbb{T}^d)\cap X\) and are based on standard information, i.e. the values of the involved functions at \(n\) points chosen from \(\mathbb{T}^d\), the \(n\)th minimum intrinsic error \(e_m\) and the \(n\)th minimum linear intrinsic error \(e^L_n\) are relevant. In the present paper the authors estimate these errors in the case when \(X:= L^{{\mathbf s}}_{{\mathbf q}}(\mathbb{T}^d)\) and \(K\) is the unit ball of the anisotropic Besov space \(B^{{\mathbf r}}_{{\mathbf p}\theta}(\mathbb{T}^d)\), where \({\mathbf s}: =(s_1,\dots, s_d)\), \({\mathbf q}:= (q_1,\dots, q_d)\), \({\mathbf r}= (r_1,\dots, r_d)\) and \({\mathbf p}:= (p_1,\dots, p_d)\) are vectors satisfying \(s_i\in \mathbb{Z}_+\), \(1\leq q_i\), \(1< r_i\), \(1\leq p_i\) for \(i:= 1,\dots, d\), and \(\theta\) is a number satisfying \(1\leq\theta\leq\infty\). By using the Dirichlet approximation algorithm they reveal cases (depending on \({\mathbf p}\) and \({\mathbf q}\)) when the asymptotic equalities \[ e_n\asymp e^L_n\asymp n^{-g(r)(1-\beta)}\quad \text{and} \quad e_n\asymp e^L_n\asymp n^{-g(r)(1-\beta)+ g(r)\gamma} \] hold, where \[ \begin{aligned} g(r)&:= 1/\Biggl(\sum^d_{i=1} 1/r_i\Biggr),\\ \beta&:= \max(s_1/r_1,\dots, s_d/r_d),\;\gamma:= \sum^d_{i=1} (1/p_i- 1/q_i)1/r_i. \end{aligned} \]

Related Organizations
Keywords

Statistics and Probability, Numerical optimization and variational techniques, Numerical Analysis, Algebra and Number Theory, Control and Optimization, Applied Mathematics, Approximation by arbitrary nonlinear expressions; widths and entropy, Approximation in the complex plane, Exact order, Interpolation, Abstract approximation theory (approximation in normed linear spaces and other abstract spaces), Information-based complexity, Optimal recovery

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
17
Average
Top 10%
Average
hybrid