The Dantzig selector and generalized thresholding

CISS 2008, The 42nd Annual Conference on Information Sciences and Systems

Volumn , Issue , 2008, Pages 22-25

  Romberg, Justin ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANNUAL CONFERENCE; DANTZIG SELECTOR; HOMOTOPY ALGORITHMS; SPARSE SIGNALS; THRESHOLDING;

COMMUNICATION; CYBERNETICS; ESTIMATION; INFORMATION MANAGEMENT;

INFORMATION SCIENCE;

EID: 51849160979     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CISS.2008.4558488     Document Type: Conference Paper

References (10)

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2. E. Candès and T. Tao, "Near-optimal signal recovery from random projections and universal encoding strategies?" IEEE Trans. Inform. Theory, vol. 52, no. 12, pp. 5406-5245, December 2006.
3. D. L. Donoho, "Compressed sensing," IEEE Trans. Inform. Theory, vol. 52, no. 4, pp. 1289-1306, April 2006.
4. E. Candès and T. Tao, "The Dantzig selector: statistical estimation when p is much smaller than n," to appear in The Annals of Statistics, 2007.
5. 1-norm minimization problems when the solution may be sparse," Technical Report. Stanford University, 2006.
6. G. M. James, P. Radchenko, and J. Lv, "The dasso algorithm for fitting the Dantzig selector and the lasso," 2008.
7. 1 minimization," IEEE Trans. Inform. Theory, vol. 51, no. 4, pp. 1568-1570, 2005.
8. J. J. Fuchs, "Recovery of exact sparse representations in the presence of noise," INRIA Technical Report 1618, April 2004.
9. E. Candès, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information." IEEE Trans. Inform. Theory, vol. 52, no. 2, pp. 489-509, February 2006.
10. M. Asif and J. Romberg, "Analysis of a homotopy algorithm for the dantzig selector," 2008.