DocumentCode :
3716087
Title :
Stationary graph signals using an isometric graph translation
Author :
Benjamin Girault
Author_Institution :
É
fYear :
2015
Firstpage :
1516
Lastpage :
1520
Abstract :
We extend the concept of stationary temporal signals to stationary graph signals. Doing so, we introduce the concept of strict sense stationary and wide sense stationary graph signals as a statistical invariance through an isometric graph translation operator. Using these definitions, we propose a spectral characterisation of WSS graph signals allowing to study stationarity using only the spectral components of a graph signal. Finally, we apply this characterisation on a synthetic graph in order to study a few important stochastic graph signals. Also, using geographic data, we study weather readings on a graph of weather stations and show evidence of stationarity in the temperature readings.
Keywords :
"Signal processing","Fourier transforms","Correlation","Symmetric matrices","Eigenvalues and eigenfunctions","Europe","Meteorology"
Publisher :
ieee
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
Type :
conf
DOI :
10.1109/EUSIPCO.2015.7362637
Filename :
7362637
Link To Document :
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