Reproducing kernel Hilbert spaces and Mercer theorem
Claudio Carmeli, Ernesto De Vito, Alessandro Toigo
Abstract
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Claudio Carmeli, Ernesto De Vito, Alessandro Toigo
Abstract
Open-access reader
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.
Key concepts: Kernel (algebra), Mathematics, Reproducing kernel Hilbert space, Representer theorem, Hilbert space, Kernel embedding of distributions, Operator (biology), Pure mathematics