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Articles

Synthesized multitask compressive sensing for block-sparse signal recovery

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Pages 602-614 | Received 15 Jul 2014, Accepted 20 Jan 2015, Published online: 17 Feb 2015

References

  • Donoho DL. Compressed sensing. IEEE Trans. Inf. Theory. 2006;52:1289–1306.10.1109/TIT.2006.871582
  • Mishali M, Eldar YC. Blind multiband signal reconstruction: compressed sensing for analog signals. IEEE Trans. Signal Process. 2009;57:993–1009.10.1109/TSP.2009.2012791
  • Parvaresh F, Vikalo H, Misra S, Hassibi B. Recovering sparse signals using sparse measurement matrices in compressed DNA microarrays. IEEE J. Sel. Top. Sign. Process. 2008;2:275–285.10.1109/JSTSP.2008.924384
  • Baraniuk RG, Cevher V, Duarte MF, Hegde C. Model-based compressive sensing. IEEE Trans. Inf. Theory. 2010;56:1982–2001.10.1109/TIT.2010.2040894
  • Needell D, Tropp JA. CoSaMP: iterative signal recovery from incomplete and inaccurate samples. Appl. Comput. Harmon. Anal. 2009;26:301–321.10.1016/j.acha.2008.07.002
  • Eldar YC, Kuppinger P, Bolcskei H. Block-sparse signals: uncertainty relations and efficient recovery. IEEE Trans. Signal Process. 2010;58:3042–3054.10.1109/TSP.2010.2044837
  • Pati YC, Rezaiifar R, Krishnaprasad PS. Orthogonal matching pursuit: recursive function approximation with applications to wavelet decomposition. Proceedings of the 27th Annual Asilomar Conference on Signals, Systems, and Computers; Pacific Grove (CA); 1993.
  • Zou J, Fu Y, Xie S. A block fixed point continuation algorithm for block-sparse reconstruction. IEEE Trans. Signal Process. Lett. 2012;19:364–367.
  • Elhamifar E, Vidal R. Block-sparse recovery via convex optimization. IEEE Trans. Signal Process. 2012;60:4094–4107.10.1109/TSP.2012.2196694
  • Zelnik-Manor L, Rosenblum K, Eldar YC. Dictionary optimization for block-sparse representations. IEEE Trans. Signal Process. 2012;60:2386–2395.10.1109/TSP.2012.2187642
  • Zhang Z, Rao BD. Sparse signal recovery with temporally correlated source vectors using sparse Bayesian learning. IEEE J. Sel. Top. Sign. Proces. 2011;5:912–926.10.1109/JSTSP.2011.2159773
  • Zhang Z, Rao BD. Extension of SBL algorithms for the recovery of block sparse signals with intra-block correlation. IEEE Trans. Signal Process downloadable from http://arxiv.org/abs/1201.0862.
  • Ji S, Dunson D, Carin L. Multitask compressive sensing. IEEE Trans. Signal Process. 2009;57:92–106.10.1109/TSP.2008.2005866
  • Ji S, Xue Y, Carin L. Bayesian compressive sensing. IEEE Trans. Signal Process. 2008;56:2346–2356.10.1109/TSP.2007.914345
  • Poli L, Oliveri G, Rocca P, Massa A. Bayesian compressive sensing approaches for the reconstruction of two-dimensional sparse scatterers under TE illuminations, IEEE Trans. Geosci. Remote Sens. 2013;51:2920–2936. May.10.1109/TGRS.2012.2218613
  • Oliveri G, Carlin M, Massa A. Complex-weight sparse linear array synthesis by Bayesian compressive sampling. IEEE Trans. Antennas Propag. 2012;60:2309–2326. May.10.1109/TAP.2012.2189742
  • Barron A, Rissanen J, Yu B. The minimum description length principle in coding and modeling. IEEE Trans. Inf. Theory. 1998;44:2743–2760.10.1109/18.720554
  • Ramirez I, Sapiro G. An MDL framework for sparse coding and dictionary learning. IEEE Trans. Signal Process. 2012;60:2913–2927.10.1109/TSP.2012.2187203
  • Cover T, Thomas J. Elements of information theory. 2nd ed. New York, NY: Wiley; 2006.

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