I was reading this document. At page 25, paragraph 2, there was mention of eigenvalues (and frequency; degree of freedom) of a kernel matrix. I am attaching the corresponding image for reader's convenience:
Please explain me the analogy or the correspondence of eigenvalues of a kernel(covariance) matrix with frequency and the concept of smoothing.