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Toward Optimal Rate Allocation to Sampling Sets for Bandlimited Graph Signals
Author(s) -
Yoon Hak Kim,
Antonio Ortega
Publication year - 2019
Publication title -
ieee signal processing letters
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.815
H-Index - 138
eISSN - 1558-2361
pISSN - 1070-9908
DOI - 10.1109/lsp.2019.2931397
Subject(s) - bandlimiting , mathematical optimization , computer science , graph , sampling (signal processing) , quadratic programming , quantization (signal processing) , algorithm , vertex (graph theory) , mathematics , theoretical computer science , fourier transform , filter (signal processing) , computer vision , mathematical analysis
We study the problem of sampling signals on a graph and allocating rate to each vertex in the sampling set, in a scenario where information sampled at each of the graph nodes needs to be compressed for transmission. We formulate this problem as a constrained quadratic programming optimization and obtain analytic results stating that the reconstruction error due to quantization should be equally di...

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