References
- Barzilai , J. and Borwein , J. 1988 . Two point step size gradient methods . IMA J. Numer. Anal. , 8 : 141 – 148 .
- Bioucas-Dias , J. and Figueiredo , M. 2007 . A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration . IEEE Trans. Image Process. , 16 : 2992 – 3004 .
- Birgin , E. , Martinez , J. and Raydan , M. 2000 . Nonmonotone spectral projected gradient methods on convex sets . SIAM J. Optim. , 10 : 1196 – 1211 .
- Chen , S. S. , Donoho , D. and Saunders , M. 1998 . Atomic decomposition by basis pursuit . SIAM J. Scient. Comput. , 20 : 33 – 61 .
- Dai , Y. and Fletcher , R. 2005 . Projected Barzilai–Borwein methods for large-scale box-constrained quadratic programming . Numerische Mathematik , 100 ( 1 ) : 21 – 47 .
- Daubechies , I. , De Friese , M. and De Mol , C. 2004 . An iterative thresholding algorithm for linear inverse problems with a sparsity constraint . Commun. Pure Appl. Math. , 57 : 1413 – 1457 .
- Figueiredo , M. and Nowak , R. 2003 . An EM algorithm for wavelet-based image restoration . IEEE Trans. Image Process , 12 : 906 – 916 .
- Figueiredo , M. and Nowak , R. A bound optimization approach to wavelet-based image deconvolution . IEEE International Conference on Image Processing – ICIP’ . Genoa, Italy.
- Figueiredo , M. , Nowak , R. and Wright , S. J. 2007 . Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems . IEEE J. Sel. Topics Signal Process. , 1 : 586 – 597 .
- Hale , E. T. , Yin , W. and Zhang , Y. 2007 . A fixed-point continuation method for ℓ1-regularized minimization with applications to compressed sensing CAAM Technical Report TR07-07
- Kim , S. , Koh , K. , Lustig , M. , Boyd , S. and Gorinversky , D. 2007 . An interior-point method for large-scale l1-regularized least squares . IEEE J. Sel. Top. Signal Process , 1 ( 4 ) : 606 – 617 .
- Bredies , K. and Lorenz , D. A. 2008 . Linear convergence of iterative soft-thresholding . J. Fourier Ana. Appl. , 14 : 813 – 837 .
- Nowak , R. and Figueiredo , M. 2001 . Fast wavelet-based image deconvolution using the EM algorithm . Proceedings of the 35th Asilomar Conference on Signals, Systems, and Computers . 2001 , Monterey, CA.
- Rockafellar , R. T. 1976 . Monotone operators and the proximal point algorithm . SIAM J. Control Optim , 14 ( 5 ) : 877 – 898 .
- Tibshirani , R. 1996 . Regression shrinkage and selection via the lasso . J. R. Statist. Soc. B , 58 : 267 – 288 .
- Wright , S. J. , Nowak , R. D. and Figueiredo , M. A.T. 2009 . Sparse reconstruction by separable approximation . IEEE Trans. Signal Process , 57 ( 7 ) : 2479 – 2493 .
- Zeidler , E. 1990 . Nonlinear Functional Analysis and Its Applications II/B: Nonlinear Monotone Operators , New York : Springer .