· 9 min
Mercer's Theorem and Reproducing Kernels
The spectral theorem made explicit for kernels. A continuous positive kernel gives a compact positive integral operator with continuous eigenfunctions, and Mercer's theorem expands it as a uniformly convergent eigenfunction series that builds the reproducing kernel Hilbert space.