A short note on compact embeddings of reproducing kernel Hilbert spaces in L2L^2 for infinite-variate function approximation

preprint2022arXivOpen access

Abstract

This note consists of two largely independent parts. In the first part we give conditions on the kernel k:Ω×Ω→Rk: Ω\times Ω\rightarrow \mathbb{R} of a reproducing kernel Hilbert space HH continuously embedded via the identity mapping into L2(Ω,μ),L^2(Ω, μ), which are equivalent to the fact that HH is even compactly embedded into L2(Ω,μ).L^2(Ω, μ). In the second part we consider a scenario from infinite-variate L2L^2-approximation. Suppose that the embedding of a reproducing kernel Hilbert space of univariate functions with reproducing kernel 1+k1+k into L2(Ω,μ)L^2(Ω, μ) is compact. We provide a simple criterion for checking compactness of the embedding of a reproducing kernel Hilbert space with the kernel given by ∑u∈Uγu⨂j∈uk,\sum_{u \in \mathcal{U}} γ_u \bigotimes_{j \in u}k, where U={u⊂N:∣u∣<∞},\mathcal{U} = \{u \subset \mathbb{N}: |u| < \infty\}, and (γu)u∈U(γ_u)_{u \in \mathcal{U}} is a sequence of non-negative numbers, into an appropriate L2L^2 space.

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