A simplified criterion for quasi-polynomial tractability of approximation of random elements and its applications

We study approximation properties of sequences of centered random elements Xd, d∈N, with values in separable Hilbert spaces. We focus on sequences of tensor product-type random elements, which have covariance operators of corresponding tensor product form. The average case approximation complexity n...

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Veröffentlicht in:Journal of Complexity Jg. 34; S. 30 - 41
1. Verfasser: Khartov, A.A.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Elsevier Inc 01.06.2016
Schlagworte:
Approximation
Average case approximation complexity
Complexity
Covariance
Criteria
Kernels
Linear tensor product approximation problems
Mathematical analysis
Operators
Quasi-polynomial tractability
Random fields
Tensors
Linear tensor product approximation problems
Quasi-polynomial tractability
Random fields
Average case approximation complexity
ISSN:0885-064X, 1090-2708
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Beschreibung
Zusammenfassung:We study approximation properties of sequences of centered random elements Xd, d∈N, with values in separable Hilbert spaces. We focus on sequences of tensor product-type random elements, which have covariance operators of corresponding tensor product form. The average case approximation complexity nXd(ε) is defined as the minimal number of evaluations of arbitrary linear functionals that is needed to approximate Xd with relative 2-average error not exceeding a given threshold ε∈(0,1). The growth of nXd(ε) as a function of ε−1 and d determines whether a sequence of corresponding approximation problems for Xd, d∈N, is tractable or not. Different types of tractability were studied in the paper by Lifshits et al. (J. Complexity, 2012), where for each type the necessary and sufficient conditions were found in terms of the eigenvalues of the marginal covariance operators. We revise the criterion of quasi-polynomial tractability and provide a simplified version. We illustrate our result by applying it to random elements corresponding to tensor products of squared exponential kernels. We also extend a recent result of Xu (2014) concerning weighted Korobov kernels.
Bibliographie:ObjectType-Article-1
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ISSN:0885-064X
1090-2708
DOI:10.1016/j.jco.2015.11.004