2005•arXiv (Cornell University)Open access

Reproducing kernel Hilbert spaces and Mercer theorem

Claudio Carmeli, Ernesto De Vito, Alessandro Toigo

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Abstract

We characterize the reproducing kernel Hilbert spaces whose elements are $p$-integrable functions in terms of the boundedness of the integral operator whose kernel is the reproducing kernel. Moreover, for $p=2$ we show that the spectral decomposition of this integral operator gives a complete description of the reproducing kernel.

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We characterize the reproducing kernel Hilbert spaces whose elements are $p$-integrable functions in terms of the boundedness of the integral operator whose kernel is the reproducing kernel. Moreover, for $p=2$ we show that the spectral decomposition of this integral operator gives a complete description of the reproducing kernel.

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Available abstract

We characterize the reproducing kernel Hilbert spaces whose elements are $p$-integrable functions in terms of the boundedness of the integral operator whose kernel is the reproducing kernel. Moreover, for $p=2$ we show that the spectral decomposition of this integral operator gives a complete description of the reproducing kernel.

Key concepts: Kernel (algebra), Mathematics, Reproducing kernel Hilbert space, Representer theorem, Hilbert space, Kernel embedding of distributions, Operator (biology), Pure mathematics

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