Recipes on hard thresholding methods

2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2011

Volumn , Issue , 2011, Pages 353-356

  Kyrillidis, Anastasios ^a   Cevher, Volkan ^a  

^a EPFL   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

DATA RECONSTRUCTION; HARD THRESHOLDING; OPTIMAL STRATEGIES; PERFORMANCE IMPROVEMENTS; SPARSE RECOVERY; STATE-OF-THE-ART ALGORITHMS;

SENSORS;

ALGORITHMS;

EID: 84857166325     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CAMSAP.2011.6136024     Document Type: Conference Paper

References (13)

1. A. Kyrillidis and V. Cevher, Combinatorial selection and least absolute shrinkage via the CLASH algorithm, Technical Report, 2011.
2. J. A. Tropp and S. J. Wright, Computational methods for sparse solution of linear inverse problems, Proceedings of the IEEE, 98(6):948-958, 2010.
3. R. Garg, and R. Khandekar, Gradient descent with sparsification: An iterative algorithm for sparse recovery with restricted isometry property, In ICML. ACM, 2009.
4. R. G. Baraniuk, V. Cevher, M. F. Duarte, and C. Hegde, Model-based compressive sensing, Information Theory, IEEE Trans. on, 56(4):1982-2001, 2010.
5. T. Blumensath, M. E. Davies, Iterative hard thresholding for compressed sensing, Applied and Computational Harmonic Analysis, vol. 27, no. 3, pp. 265-274, 2009.
6. S. Foucart, Sparse recovery algorithms: sufficient conditions in terms of restricted isometry constants, In Proceedings of the 13th International Conference on Approximation Theory, 2010.
7. T. Blumensath, and M. E. Davies, Normalized iterative hard thresholding: Guaranteed stability and performance, Selected Topics in Signal Processing, IEEE Journal of, 4(2): 298-309, 2010.
8. T. Blumensath, Accelerated iterative hard thresholding, preprint, 2011.
9. Y. Nesterov, Introductory lectures on convex optimization: A basic course, Springer, 2004.
10. W. Dai, and O. Milenkovic, Subspace pursuit for compressive sensing signal reconstruction, Information Theory, IEEE Trans. on, 55(5):2230-2249, 2009.
11. S. Foucart, Hard thresholding pursuit: An algorithm for compressive sensing, preprint, 2010.
12. V. Cevher, An ALPS view of sparse recovery, In Proceedings of IEEE ICASSP, 2011.
13. V. Cevher, On accelerated hard thresholding methods for sparse approximation, Technical report, 2011.