Spatial autocorrelation, of which Geary’s c has traditionally been a popular measure, is fundamental to spatial science. This paper provides new perspective on c. We discuss this using concepts from spectral graph theory/linear algebraic theory. More precisely, we provide three types representations for it: (a) Laplacian representation, (b) Fourier transform and (c) Pearson’s correlation coeffi...