An extension of Mercer theorem to vector-valued measurable kernels

preprint2011arXivOpen access

Abstract

We extend the classical Mercer theorem to reproducing kernel Hilbert spaces whose elements are functions from a measurable space XXinto Cn\mathbb C^n. Given a finite measure μμ on XX, we represent the reproducing kernel KK as convergent series in terms of the eigenfunctions of a suitable compact operator depending on KK and μμ. Our result holds under the mild assumption that KK is measurable and the associated Hilbert space is separable. Furthermore, we show that XX has a natural second countable topology with respect to which the eigenfunctions are continuous and the series representing KK uniformly converges to KK on any compact subsets of X×XX\times X, provided that the support of μμ is XX.

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