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Optimal numerical integration for functions in fractional Gaussian Sobolev spaces

Van Kien Nguyen

Abstract

This paper investigates the numerical approximation of integrals for functions in fractional Gaussian Sobolev spaces $W^s_{p}(\mathbb{R}^d,γ)$ with dominating mixed smoothness defined via kernel related to the fractional Ornstein-Uhlenbeck operator. Building upon quadrature rules for fractional Sobolev spaces on the unit cube $[-\tfrac{1}{2}, \tfrac{1}{2}]^d$, we construct quadrature schemes on $\mathbb{R}^d$ that achieve the same rate of convergence. As a consequence, we establish the optimal asymptotic order of the integration error in the regime $1 < p < \infty$ and $s > \frac{1}{p}$. Furthermore, we show that the fractional Gaussian Sobolev spaces $W^s_{2}(\mathbb{R}^d,γ)$ coincide with Hermite spaces $\mathcal{H}^s(\mathbb{R}^d,γ)$ characterized by the weighted $\ell_2$-summability of their Fourier-Hermite coefficients. From this, we derive the optimal asymptotic order of the integration error for functions in these spaces for all $s > \frac{1}{2}$. We also establish the corresponding optimal asymptotic order for functions in fractional Sobolev spaces $W^s_{p,G}(\mathbb{R}^d,γ)$ defined via the Gagliardo seminorm.

Optimal numerical integration for functions in fractional Gaussian Sobolev spaces

Abstract

This paper investigates the numerical approximation of integrals for functions in fractional Gaussian Sobolev spaces with dominating mixed smoothness defined via kernel related to the fractional Ornstein-Uhlenbeck operator. Building upon quadrature rules for fractional Sobolev spaces on the unit cube , we construct quadrature schemes on that achieve the same rate of convergence. As a consequence, we establish the optimal asymptotic order of the integration error in the regime and . Furthermore, we show that the fractional Gaussian Sobolev spaces coincide with Hermite spaces characterized by the weighted -summability of their Fourier-Hermite coefficients. From this, we derive the optimal asymptotic order of the integration error for functions in these spaces for all . We also establish the corresponding optimal asymptotic order for functions in fractional Sobolev spaces defined via the Gagliardo seminorm.

Paper Structure

This paper contains 4 sections, 9 theorems, 109 equations, 1 figure.

Key Result

Lemma 2.3

Let $1\leq p<\infty$ and $s>\frac{1}{p}$, $s\not \in {\mathbb N}$. Then every $f\in W^s_{p,G}({\mathbb R}^d,\gamma)$ is continuous on ${\mathbb R}^d$. $\blacktriangleleft$$\blacktriangleleft$

Figures (1)

  • Figure 1: Worst-case error of numerical integration for functions in Hermite spaces

Theorems & Definitions (18)

  • Definition 2.1
  • Definition 2.2
  • Lemma 2.3
  • proof
  • Definition 2.4
  • Lemma 2.5
  • Lemma 2.6
  • proof
  • Lemma 2.7
  • Definition 2.8
  • ...and 8 more