Distributed Recovery of Jointly Sparse Signals Under Communication Constraints
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Enrico Magli | Sophie Fosson | Carles Antón-Haro | Javier Matamoros | J. Matamoros | C. Antón-Haro | E. Magli | S. Fosson
[1] R.G. Baraniuk,et al. Distributed Compressed Sensing of Jointly Sparse Signals , 2005, Conference Record of the Thirty-Ninth Asilomar Conference onSignals, Systems and Computers, 2005..
[2] Simon Foucart,et al. Hard Thresholding Pursuit: An Algorithm for Compressive Sensing , 2011, SIAM J. Numer. Anal..
[3] Georgios B. Giannakis,et al. Distributed Spectrum Sensing for Cognitive Radio Networks by Exploiting Sparsity , 2010, IEEE Transactions on Signal Processing.
[4] R. Tibshirani. The Lasso Problem and Uniqueness , 2012, 1206.0313.
[5] Cun-Hui Zhang. Nearly unbiased variable selection under minimax concave penalty , 2010, 1002.4734.
[6] Tong Zhang,et al. A General Theory of Concave Regularization for High-Dimensional Sparse Estimation Problems , 2011, 1108.4988.
[7] H. Zou,et al. STRONG ORACLE OPTIMALITY OF FOLDED CONCAVE PENALIZED ESTIMATION. , 2012, Annals of statistics.
[8] Enrico Magli,et al. Distributed ADMM for in-network reconstruction of sparse signals with innovations , 2014, 2014 IEEE Global Conference on Signal and Information Processing (GlobalSIP).
[9] T. Blumensath,et al. Iterative Thresholding for Sparse Approximations , 2008 .
[10] S. Frick,et al. Compressed Sensing , 2014, Computer Vision, A Reference Guide.
[11] Marc Teboulle,et al. A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems , 2009, SIAM J. Imaging Sci..
[12] M. Yuan,et al. Model selection and estimation in regression with grouped variables , 2006 .
[13] Rama Chellappa,et al. Joint Sparse Representation for Robust Multimodal Biometrics Recognition , 2014, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[14] Chen Li,et al. Distributed Compressive Spectrum Sensing in Cooperative Multihop Cognitive Networks , 2011, IEEE Journal of Selected Topics in Signal Processing.
[15] Xiaojun Chen,et al. Convergence of the reweighted ℓ1 minimization algorithm for ℓ2–ℓp minimization , 2013, Computational Optimization and Applications.
[16] Jie Chen,et al. Theoretical Results on Sparse Representations of Multiple-Measurement Vectors , 2006, IEEE Transactions on Signal Processing.
[17] Mikael Skoglund,et al. Distributed greedy pursuit algorithms , 2013, Signal Process..
[18] Volkan Cevher,et al. Combinatorial selection and least absolute shrinkage via the Clash algorithm , 2012, 2012 IEEE International Symposium on Information Theory Proceedings.
[19] Stéphane Canu,et al. Recovering Sparse Signals With a Certain Family of Nonconvex Penalties and DC Programming , 2009, IEEE Transactions on Signal Processing.
[20] Stephen P. Boyd,et al. Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers , 2011, Found. Trends Mach. Learn..
[21] Adil M. Bagirov,et al. Subgradient Method for Nonconvex Nonsmooth Optimization , 2013, J. Optim. Theory Appl..
[22] Massimo Fornasier,et al. Numerical Methods for Sparse Recovery , 2010 .
[23] Zhi-Quan Luo,et al. On the linear convergence of the alternating direction method of multipliers , 2012, Mathematical Programming.
[24] Fei Zhou,et al. Feature Denoising Using Joint Sparse Representation for In-Car Speech Recognition , 2013, IEEE Signal Processing Letters.
[25] Nannan Yu,et al. Image Features Extraction and Fusion Based on Joint Sparse Representation , 2011, IEEE Journal of Selected Topics in Signal Processing.
[26] Volkan Cevher,et al. Recipes on hard thresholding methods , 2011, 2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP).
[27] Junfeng Yang,et al. Alternating Direction Algorithms for 1-Problems in Compressive Sensing , 2009, SIAM J. Sci. Comput..
[28] Jianqing Fan,et al. Regularization of Wavelet Approximations , 2001 .
[29] Qing Ling,et al. Decentralized support detection of multiple measurement vectors with joint sparsity , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[30] Marc Teboulle,et al. Proximal alternating linearized minimization for nonconvex and nonsmooth problems , 2013, Mathematical Programming.
[31] Martin J. Wainwright,et al. Sharp Thresholds for High-Dimensional and Noisy Sparsity Recovery Using $\ell _{1}$ -Constrained Quadratic Programming (Lasso) , 2009, IEEE Transactions on Information Theory.
[32] Jeffrey D. Blanchard,et al. Greedy Algorithms for Joint Sparse Recovery , 2014, IEEE Transactions on Signal Processing.
[33] Stephen P. Boyd,et al. Log-det heuristic for matrix rank minimization with applications to Hankel and Euclidean distance matrices , 2003, Proceedings of the 2003 American Control Conference, 2003..
[34] Qing Zhou,et al. Concave penalized estimation of sparse Gaussian Bayesian networks , 2014, J. Mach. Learn. Res..
[35] Enrico Magli,et al. Distributed Iterative Thresholding for $\ell _{0}/\ell _{1}$ -Regularized Linear Inverse Problems , 2015, IEEE Transactions on Information Theory.
[36] Jianqing Fan,et al. Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties , 2001 .
[37] Stephen P. Boyd,et al. Enhancing Sparsity by Reweighted ℓ1 Minimization , 2007, 0711.1612.
[38] Jianqing Fan,et al. Nonconcave Penalized Likelihood With NP-Dimensionality , 2009, IEEE Transactions on Information Theory.
[39] Pramod K. Varshney,et al. OMP Based Joint Sparsity Pattern Recovery Under Communication Constraints , 2013, IEEE Transactions on Signal Processing.
[40] Xiaojun Chen,et al. Smoothing methods for nonsmooth, nonconvex minimization , 2012, Math. Program..
[41] David P. Wipf,et al. Iterative Reweighted 1 and 2 Methods for Finding Sparse Solutions , 2010, IEEE J. Sel. Top. Signal Process..
[42] Peng Zhao,et al. On Model Selection Consistency of Lasso , 2006, J. Mach. Learn. Res..
[43] Enrico Magli,et al. Energy-saving gossip algorithm for compressed sensing in multi-agent systems , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[44] H. Zou,et al. One-step Sparse Estimates in Nonconcave Penalized Likelihood Models. , 2008, Annals of statistics.
[45] Adrian S. Lewis,et al. A Robust Gradient Sampling Algorithm for Nonsmooth, Nonconvex Optimization , 2005, SIAM J. Optim..
[46] Enrico Magli,et al. Distributed support detection of jointly sparse signals , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[47] Enrico Magli,et al. Randomized Algorithms for Distributed Nonlinear Optimization Under Sparsity Constraints , 2016, IEEE Transactions on Signal Processing.
[48] Yonina C. Eldar,et al. Rank Awareness in Joint Sparse Recovery , 2010, IEEE Transactions on Information Theory.