The spectral approach to studying graphs is deeply connected to:
1) The study of electrical networks made of resistors, and random walks on graphs. For graph Laplacians, random walks, quantum random walks, networks made of resistors and a (crude) application to chemistry, see Part 15
and Part 16
of the network theory series.
2) the spectral approach to geometry in general
. This is a huge and fascinating subject.