A sufficient condition for n-Best Kernel Approximation in Reproducing Kernel Hilbert Spaces

preprint2020arXivOpen access

Abstract

We show that if a reproducing kernel Hilbert space HK,H_K, consisting of functions defined on E,{\bf E}, enjoys Double Boundary Vanishing Condition (DBVC) and Linear Independent Condition (LIC), then for any preset natural number n,n, and any function f∈HK,f\in H_K, there exists a set of nn parameterized multiple kernels K~w1,⋯ ,K~wn,wk∈E,k=1,⋯ ,n,{\tilde{K}}_{w_1},\cdots,{\tilde{K}}_{w_n}, w_k\in {\bf E}, k=1,\cdots,n, and real (or complex) constants c1,⋯ ,cn,c_1,\cdots,c_n, giving rise to a solution of the optimization problem ∥f−∑k=1nckK~wk∥=inf⁡{∥f−∑k=1ndkK~vk∥ ∣ vk∈E,dk∈R (or C),k=1,⋯ ,n}. \|f-\sum_{k=1}^n c_k{\tilde{K}}_{w_k}\|=\inf \{\|f-\sum_{k=1}^n d_k{\tilde{K}}_{v_k}\|\ |\ v_k\in {\bf E}, d_k\in {\bf R}\ ({\rm or}\ {\bf C}), k=1,\cdots,n\}. By applying the theorem of this paper we show that the Hardy space and the Bergman space, as well as all the weighted Bergman spaces in the unit disc all possess nn-best approximations. In the Hardy space case this gives a new proof of a classical result. Based on the obtained results we further prove existence of nn-best spherical Poisson kernel approximation to functions of finite energy on the real-spheres.

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