the spectral representation of a graph filter is independent from the graph
Data
subject:: Data Science Methods for Large Scale Graphs
parent:: Graph Signals and Graph Signal Processing
theme:: math notes
Remark
From the spectral representation of a convolutional graph filter
- We can see from above that the filter frequency response only depends on the coefficients for the filter
and the eigenvalues of the shift operator. - If we consider another graph
with shift operator and . Then
Proof
By inspection