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Linear network operators using node-variant graph filters | IEEE Conference Publication | IEEE Xplore

Linear network operators using node-variant graph filters


Abstract:

We introduce node-variant graph filters, which allow the simultaneous implementation of multiple (regular) graph filters at different nodes, and study their design to imp...Show More

Abstract:

We introduce node-variant graph filters, which allow the simultaneous implementation of multiple (regular) graph filters at different nodes, and study their design to implement arbitrary linear transformations between graph signals. Node-variant graph filters can be implemented distributedly, making them suitable for networked settings. We determine spectral conditions under which a specific linear transformation can be implemented perfectly and, for the cases where perfect implementation is infeasible, the design of optimal approximations for different error metrics is analyzed. We demonstrate the practical relevance of the developed framework by studying the application of node-variant graph filters for analog network coding.
Date of Conference: 20-25 March 2016
Date Added to IEEE Xplore: 19 May 2016
ISBN Information:
Electronic ISSN: 2379-190X
Conference Location: Shanghai, China

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