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Optimal numerical integration and approximation of functions on Rd\mathbb{R}^d equipped with Gaussian measure

Published 4 Jul 2022 in math.NA and cs.NA | (2207.01155v3)

Abstract: We investigate the numerical approximation of integrals over R<sup>d\mathbb{R}<sup>d equipped with the standard Gaussian measure γ\gamma for integrands belonging to the Gaussian-weighted Sobolev spaces W<sup>αp(R<sup>d,</sup></sup>γ)W<sup>\alpha_p(\mathbb{R}<sup>d,</sup></sup> \gamma) of mixed smoothness α∈N\alpha \in \mathbb{N} for $1 &lt; p &lt; \infty$. We prove the asymptotic order of the convergence of optimal quadratures based on nn integration nodes and propose a novel method for constructing asymptotically optimal quadratures. As for related problems, we establish by a similar technique the asymptotic order of the linear, Kolmogorov and sampling nn-widths in the Gaussian-weighted space Lq(R<sup>d,</sup>γ)L_q(\mathbb{R}<sup>d,</sup> \gamma) of the unit ball of W<sup>αp(R<sup>d,</sup></sup>γ)W<sup>\alpha_p(\mathbb{R}<sup>d,</sup></sup> \gamma) for $1 \leq q &lt; p &lt; \infty$ and q=p=2q=p=2.

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