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Optimal numerical integration and approximation of functions on $\mathbb{R}^d$ equipped with Gaussian measure (2207.01155v3)

Published 4 Jul 2022 in math.NA and cs.NA

Abstract: We investigate the numerical approximation of integrals over $\mathbb{R}d$ equipped with the standard Gaussian measure $\gamma$ for integrands belonging to the Gaussian-weighted Sobolev spaces $W\alpha_p(\mathbb{R}d, \gamma)$ of mixed smoothness $\alpha \in \mathbb{N}$ for $1 < p < \infty$. We prove the asymptotic order of the convergence of optimal quadratures based on $n$ 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 $n$-widths in the Gaussian-weighted space $L_q(\mathbb{R}d, \gamma)$ of the unit ball of $W\alpha_p(\mathbb{R}d, \gamma)$ for $1 \leq q < p < \infty$ and $q=p=2$.

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