Dino Sejdinovic coauthored notes on Reproducing kernel Hilbert spaces with Arthur Gretton. They develop the correspondence between positive-definite kernels and Hilbert spaces of functions, including Mercer's theorem. The reproducing property turns point evaluation into an inner product, connecting function-space geometry with computable kernel values.[ref]
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