  The goal of this paper is to show that there exists a simple, yet universal
statistical logic of spectral graph analysis by recasting it into a
nonparametric function estimation problem. The prescribed viewpoint appears to
be good enough to accommodate most of the existing spectral graph techniques as
a consequence of just one single formalism and algorithm.
