Very Low Truncation Dimension for High Dimensional Integration Under Modest Error Demand

preprint2015arXivOpen access

Abstract

We consider the problem of numerical integration for weighted anchored and ANOVA Sobolev spaces of ss-variate functions. Here ss is large including s=∞s=\infty. Under the assumption of sufficiently fast decaying weights, we prove in a constructive way that such integrals can be approximated by quadratures for functions fkf_k with only kk variables, where k=k(ε)k=k(\varepsilon) depends solely on the error demand ε\varepsilon and is surprisingly small when ss is sufficiently large relative to ε\varepsilon. This holds, in particular, for s=∞s=\infty and arbitrary ε\varepsilon since then k(ε)<∞k(\varepsilon)<\infty for all ε\varepsilon. Moreover k(ε)k(\varepsilon) does not depend on the function being integrated, i.e., is the same for all functions from the unit ball of the space.

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