# Correlated Compressive Sensing for Networked Data

@inproceedings{Shi2014CorrelatedCS, title={Correlated Compressive Sensing for Networked Data}, author={Tianlin Shi and Da Tang and Liwen Xu and Thomas Moscibroda}, booktitle={UAI}, year={2014} }

- Published 2014 in UAI

We consider the problem of recovering sparse correlated data on networks. To improve accuracy and reduce costs, it is strongly desirable to take the potentially useful side-information of network structure into consideration. In this paper we present a novel correlated compressive sensing method called CorrCS for networked data. By naturally extending Bayesian compressive sensing, we extract correlations from network topology and encode them into a graphical model as prior. Then we derive… CONTINUE READING