Abstract

References and acknowledgements Thanks to NSF and ARO for generous support Journal submission available at http://arxiv.org/pdf/1204.2611 [1] D. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory, vol. 52, no. 4, pp. 1289–1306, Apr. 2006. [2] D. Baron and M. F. Duarte, “Universal MAP estimation in compressed sensing,” in Proc. 49th Annual Allerton Conf. Comm., Control, Computing, Sep. 2011. [3] J. Rissanen, “A universal data compression system,” IEEE Trans. Inf. Theory, vol. 29, no. 5, pp. 656–664, Sept. 1983. [4] S. Jalali and T. Weissman, “Block and sliding-block lossy compression via MCMC,” IEEE Trans. Comm., vol. 60, no. 8, pp. 2187–2198, Aug. 2012. Noisy compressed sensing (CS) [1]

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