Reproducing Kernel Hilbert Space vs. Frame Estimates

preprint2016arXivOpen access

Abstract

We consider conditions on a given system F\mathcal{F} of vectors in Hilbert space H\mathcal{H}, forming a frame, which turn H\mathcal{H} into a reproducing kernel Hilbert space. It is assumed that the vectors in F\mathcal{F} are functions on some set ΩΩ. We then identify conditions on these functions which automatically give H\mathcal{H} the structure of a reproducing kernel Hilbert space of functions on ΩΩ. We further give an explicit formula for the kernel, and for the corresponding isometric isomorphism. Applications are given to Hilbert spaces associated to families of Gaussian processes.

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