-
2
-
-
33750383209
-
K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation
-
Aharon, M., Elad, M., Bruckstein, A.: K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation. IEEE Trans. Signal Process. 54(11), 4311–4322 (2006)
-
(2006)
IEEE Trans. Signal Process.
, vol.54
, Issue.11
, pp. 4311-4322
-
-
Aharon, M.1
Elad, M.2
Bruckstein, A.3
-
3
-
-
27844460570
-
Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA)
-
Elad, M., Starck, J., Querre, P., Donoho, D.: Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA). Appl. Computat. Harmon. Anal. 19(3), 340–358 (2005)
-
(2005)
Appl. Computat. Harmon. Anal.
, vol.19
, Issue.3
, pp. 340-358
-
-
Elad, M.1
Starck, J.2
Querre, P.3
Donoho, D.4
-
4
-
-
33645712892
-
Compressed sensing
-
Donoho, D.L.: Compressed sensing. IEEE Trans. Inf. Theory 52(4), 1289–1306 (2006)
-
(2006)
IEEE Trans. Inf. Theory
, vol.52
, Issue.4
, pp. 1289-1306
-
-
Donoho, D.L.1
-
5
-
-
31744440684
-
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
-
Candes, E.J., Romberg, J., Tao, T.: Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information. IEEE Trans. Inf. Theory 52(2), 489–509 (February 2006)
-
(2006)
IEEE Trans. Inf. Theory
, vol.52
, Issue.2
, pp. 489-509
-
-
Candes, E.J.1
Romberg, J.2
Tao, T.3
-
6
-
-
0032627073
-
Method of optimal directions for frame design
-
Engan, K., Aase, S.O., Husoy, J.H.: Method of optimal directions for frame design. In: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP’99, Washington, DC, USA, pp. 2443–2446 (1999)
-
(1999)
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP’99, Washington, DC, USA
, pp. 2443-2446
-
-
Engan, K.1
Aase, S.O.2
Husoy, J.H.3
-
7
-
-
0037313218
-
Dictionary learning algorithms for sparse representation
-
Kreutz-Delgado, K., Murray, J.F., Rao, B.D., Engan, K., Lee, T.W., Sejnowski, T.J.: Dictionary learning algorithms for sparse representation. Neural Computat. 15(2), 349–396 (2003)
-
(2003)
Neural Computat.
, vol.15
, Issue.2
, pp. 349-396
-
-
Kreutz-Delgado, K.1
Murray, J.F.2
Rao, B.D.3
Engan, K.4
Lee, T.W.5
Sejnowski, T.J.6
-
8
-
-
0030779611
-
Sparse coding with an overcomplete basis set: a strategy employed by v1? Vis
-
Olshausen, B.A., Field, D.J.: Sparse coding with an overcomplete basis set: a strategy employed by v1? Vis. Res. 37(23), 3311–3325 (1997)
-
(1997)
Res
, vol.37
, Issue.23
, pp. 3311-3325
-
-
Olshausen, B.A.1
Field, D.J.2
-
9
-
-
71149119964
-
Online dictionary learning for sparse coding
-
Mairal, J., Bach, F., Ponce, J., Sapiro G.: Online dictionary learning for sparse coding. In: Proceedings of the 26th Annual International Conference on Machine Learning, ICML ’09, ACM, New York, NY, USA, pp. 689–696 (2009)
-
(2009)
Proceedings of the 26th Annual International Conference on Machine Learning, ICML ’09, ACM, New York, NY, USA
, pp. 689-696
-
-
Mairal, J.1
Bach, F.2
Ponce, J.3
Sapiro, G.4
-
10
-
-
77951108336
-
Universal priors for sparse modeling
-
Ramirez, I., Lecumberry, F., Sapiro, G.: Universal priors for sparse modeling. In: Proceedings of the 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing CAMSAP’09, pp. 197–200 (2009)
-
(2009)
Proceedings of the 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing CAMSAP’09
, pp. 197-200
-
-
Ramirez, I.1
Lecumberry, F.2
Sapiro, G.3
-
11
-
-
84939470098
-
-
Sapiro G.: Sparse modeling with universal priors and learned incoherent dictionaries. NIPS
-
Ramirez, I., Lecumberry, F., Sapiro G.: Sparse modeling with universal priors and learned incoherent dictionaries. NIPS (2009, submitted)
-
(2009)
Lecumberry, F.
-
-
Ramirez, I.1
-
12
-
-
78049373472
-
Structured and incoherent parametric dictionary design. In; Proceedings of the IEEE International Conference on Acoustics, Speech, and, Signal Processing
-
Yaghoobi, M., Daudet, L., Davies, ME.: Structured and incoherent parametric dictionary design. In; Proceedings of the IEEE International Conference on Acoustics, Speech, and, Signal Processing, ICASSP’10, pp. 5486–5489 (2010)
-
(2010)
ICASSP’10
, pp. 5486-5489
-
-
Yaghoobi, M.1
Daudet, L.2
Davies, M.E.3
-
13
-
-
77955994663
-
Classification and clustering via dictionary learning with structured incoherence and shared features
-
Ramirez, I., Sprechmann, P., Sapiro, G.: Classification and clustering via dictionary learning with structured incoherence and shared features. in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3501–3508 (2010)
-
(2010)
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
, pp. 3501-3508
-
-
Ramirez, I.1
Sprechmann, P.2
Sapiro, G.3
-
14
-
-
84867605276
-
INK-SVD: learning incoherent dictionaries for sparse representations
-
Mailhe, B., Barchiesi, D., Plumbley, M.D.: INK-SVD: learning incoherent dictionaries for sparse representations. In: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP’12 (2012 accepted)
-
(2012)
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP’12
-
-
Mailhe, B.1
Barchiesi, D.2
Plumbley, M.D.3
-
16
-
-
0003905759
-
-
Wiley-Interscience, London
-
Hyvärinen, A., Karhunen, J., Oja E.: Independent Component Analysis, Wiley-Interscience, London (2001)
-
(2001)
Independent Component Analysis
-
-
Hyvärinen, A.1
Karhunen, J.2
Oja, E.3
-
17
-
-
84861112756
-
Blind separation of image sources via adaptive dictionary learning
-
Abolghasemi, V., Ferdowsi, S., Sanei, S.: Blind separation of image sources via adaptive dictionary learning. IEEE Trans. Image Process. 21(6), 2921–2930 (2012)
-
(2012)
IEEE Trans. Image Process.
, vol.21
, Issue.6
, pp. 2921-2930
-
-
Abolghasemi, V.1
Ferdowsi, S.2
Sanei, S.3
-
18
-
-
80855137039
-
A comparison of dictionary based approaches to inpainting and denoising with an emphasis to independent component analysis learned dictionaries
-
Filipovi, M., Kopriva, I.: A comparison of dictionary based approaches to inpainting and denoising with an emphasis to independent component analysis learned dictionaries. Inverse Probl. Imaging 5(4), 815–841 (2011)
-
(2011)
Inverse Probl. Imaging
, vol.5
, Issue.4
, pp. 815-841
-
-
Filipovi, M.1
Kopriva, I.2
-
19
-
-
0000660321
-
Blind source separation by sparse decomposition
-
Zibulevsky, M., Pearlmutter, B.A.: Blind source separation by sparse decomposition. Neural Comput. 13, 863–882 (1999)
-
(1999)
Neural Comput.
, vol.13
, pp. 863-882
-
-
Zibulevsky, M.1
Pearlmutter, B.A.2
-
20
-
-
67649811101
-
Independent component analysis for brain fMRI does not select for independence
-
Daubechies, I., Roussos, E., Takerkart, S., Benharrosh, M., Golden, C., D’Ardenne, K., Richter, W., Cohen, JD., Haxby, J.: Independent component analysis for brain fMRI does not select for independence. Proc. Natl. Acad. Sci. 106(26), 10415–10422 (2009)
-
(2009)
Proc. Natl. Acad. Sci
, vol.106
, Issue.26
, pp. 10415-10422
-
-
Daubechies, I.1
Roussos, E.2
Takerkart, S.3
Benharrosh, M.4
Golden, C.5
D’Ardenne, K.6
Richter, W.7
Cohen, J.D.8
Haxby, J.9
-
21
-
-
78449291891
-
A constrained NMF algorithm for BOLD detection in fMRI
-
Ferdowsi, S., Abolghasemi, V., Sanei, S.: A constrained NMF algorithm for BOLD detection in fMRI. In: Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pp. 77–82 (2010)
-
(2010)
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP)
, pp. 77-82
-
-
Ferdowsi, S.1
Abolghasemi, V.2
Sanei, S.3
-
23
-
-
79955571265
-
A data-driven sparse GLM for fMRI analysis using sparse dictionary learning with MDL criterion
-
Kangjoo, L., Sungho, T., Jong, C.Y.: A data-driven sparse GLM for fMRI analysis using sparse dictionary learning with MDL criterion. IEEE Trans. Med. Imaging 30(5), 1076–1089 (2011)
-
(2011)
IEEE Trans. Med. Imaging
, vol.30
, Issue.5
, pp. 1076-1089
-
-
Kangjoo, L.1
Sungho, T.2
Jong, C.Y.3
-
24
-
-
64649083745
-
Signal recovery from random measurements via orthogonal matching pursuit
-
Tropp, J.A., Gilbert, A.C.: Signal recovery from random measurements via orthogonal matching pursuit. IEEE Trans. Inf. Theory 53(12), 4655–4666 (2007)
-
(2007)
IEEE Trans. Inf. Theory
, vol.53
, Issue.12
, pp. 4655-4666
-
-
Tropp, J.A.1
Gilbert, A.C.2
-
25
-
-
0032131292
-
Atomic decomposition by basis pursuit
-
Chen, S.S., Donoho, D., Saunders, M.A.: Atomic decomposition by basis pursuit. SIAM J. Sci. Comput. 20(1), 33–61 (1999)
-
(1999)
SIAM J. Sci. Comput.
, vol.20
, Issue.1
, pp. 33-61
-
-
Chen, S.S.1
Donoho, D.2
Saunders, M.A.3
-
26
-
-
0031102203
-
Sparse signal reconstruction from limited data using focuss: a re-weighted minimum norm algorithm
-
Gorodnitsky, I., Rao, B.: Sparse signal reconstruction from limited data using focuss: a re-weighted minimum norm algorithm. IEEE Trans. Signal Process. 45(3), 600–616 (March 1997)
-
(1997)
IEEE Trans. Signal Process
, vol.45
, Issue.3
, pp. 600-616
-
-
Gorodnitsky, I.1
Rao, B.2
-
27
-
-
84863797254
-
On optimization of the measurement matrix for compressive sensing
-
Abolghasemi, V., Ferdowsi, S., Sanei, S.: On optimization of the measurement matrix for compressive sensing. In: Proceedings of the 18th European Signal Processing Conference EUSIPCO’10, Aalborg, Denmark, pp. 427–431 (2010)
-
(2010)
Proceedings of the 18th European Signal Processing Conference EUSIPCO’10, Aalborg, Denmark
, pp. 427-431
-
-
Abolghasemi, V.1
Ferdowsi, S.2
Sanei, S.3
-
28
-
-
84867592381
-
-
Wiley, London
-
Cichocki, A., Zdunek, R., Phan, A.H., Amari, S.: Applications to Exploratory Multi-way Data Analysis and Blind Source Separation. Nonnegative Matrix and Tensor Factorizations. Wiley, London (2009)
-
(2009)
Applications to Exploratory Multi-way Data Analysis and Blind Source Separation. Nonnegative Matrix and Tensor Factorizations
-
-
Cichocki, A.1
Zdunek, R.2
Phan, A.H.3
Amari, S.4
-
29
-
-
33947633039
-
Enhanced source separation by morphological component analysis
-
Bobin, J., Moudden, Y., Starck, JL.: Enhanced source separation by morphological component analysis. In: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP’06, vol. 5 (2006)
-
(2006)
Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP’06, vol
, pp. 5
-
-
Bobin, J.1
Moudden, Y.2
Starck, J.L.3
-
30
-
-
67650178787
-
Sparse reconstruction by separable approximation
-
Wright, S.J., Nowak, R.D., Figueiredo, M.A.T.: Sparse reconstruction by separable approximation. IEEE Trans. Signal Process. 57(7), 2479–2493 (2009)
-
(2009)
IEEE Trans. Signal Process.
, vol.57
, Issue.7
, pp. 2479-2493
-
-
Wright, S.J.1
Nowak, R.D.2
Figueiredo, M.A.T.3
-
31
-
-
30844438177
-
Signal recovery by proximal forward-backward splitting
-
Combettes, P.L., Wajs, V.R.: Signal recovery by proximal forward-backward splitting. Multiscale Model. Simul. 4(4), 1168–1200 (2005)
-
(2005)
Multiscale Model. Simul.
, vol.4
, Issue.4
, pp. 1168-1200
-
-
Combettes, P.L.1
Wajs, V.R.2
-
32
-
-
0035533631
-
Convergence of block coordinate descent method for non-differentiable minimization
-
Tseng, P.: Convergence of block coordinate descent method for non-differentiable minimization. J. Optim. Theory Appl. 109, 475–494 (2001)
-
(2001)
J. Optim. Theory Appl.
, vol.109
, pp. 475-494
-
-
Tseng, P.1
-
33
-
-
78651537409
-
Learning the morphological diversity
-
Peyré, G., Fadili, J., Starck, J.L.: Learning the morphological diversity. SIAM J. Imaging Sci. 3(3), 646–669 (2010)
-
(2010)
SIAM J. Imaging Sci.
, vol.3
, Issue.3
, pp. 646-669
-
-
Peyré, G.1
Fadili, J.2
Starck, J.L.3
-
34
-
-
36348936685
-
Sparsity and morphological diversity in blind source separation
-
Bobin, J., Starck, J.L., Fadili, J., Moudden, Y.: Sparsity and morphological diversity in blind source separation. IEEE Trans. Image Process. 16(11), 2662–2674 (2007)
-
(2007)
IEEE Trans. Image Process
, vol.16
, Issue.11
, pp. 2662-2674
-
-
Bobin, J.1
Starck, J.L.2
Fadili, J.3
Moudden, Y.4
-
35
-
-
0027609793
-
A stochastic gradient adaptive filter with gradient adaptive step size
-
Mathews, V., Xie, Z.: A stochastic gradient adaptive filter with gradient adaptive step size. IEEE Trans. Signal Process. 41(6), 2075–2087 (1993)
-
(1993)
IEEE Trans. Signal Process.
, vol.41
, Issue.6
, pp. 2075-2087
-
-
Mathews, V.1
Xie, Z.2
-
36
-
-
0028996279
-
Generalized gradient adaptive step sizes for stochastic gradient adaptive filters
-
Douglas, S.: Generalized gradient adaptive step sizes for stochastic gradient adaptive filters. In: Proceedings of the International Conference on Acoustics, Speech, and, Signal Processing, ICASSP’95, vol. 2, pp. 1396–1399 (1995)
-
(1995)
Proceedings of the International Conference on Acoustics, Speech, and, Signal Processing, ICASSP’95, vol. 2
, pp. 1396-1399
-
-
Douglas, S.1
-
37
-
-
2442473143
-
Analysis of sparse representation and blind source separation
-
Li, Y., Cichocki, A., Amari, S.: Analysis of sparse representation and blind source separation. Neural Comput. 16, 1193–1234 (2004)
-
(2004)
Neural Comput.
, vol.16
, pp. 1193-1234
-
-
Li, Y.1
Cichocki, A.2
Amari, S.3
-
38
-
-
70349214778
-
Sparse source separation from orthogonal mixtures
-
Mishali, M., Eldar, Y.C.: Sparse source separation from orthogonal mixtures. In: Proceedings of the IEEE International Conference on Acoustics, Speech and, Signal Processing. ICASSP’09, pp. 3145–3148 (2009)
-
(2009)
Proceedings of the IEEE International Conference on Acoustics, Speech and, Signal Processing. ICASSP’09
, pp. 3145-3148
-
-
Mishali, M.1
Eldar, Y.C.2
-
39
-
-
77951169269
-
Bayesian orthogonal component analysis for sparse representation
-
Dobigeon, N., Tourneret, J.Y.: Bayesian orthogonal component analysis for sparse representation. IEEE Trans. Signal Process. 58(5), 2675–2685 (2010)
-
(2010)
IEEE Trans. Signal Process.
, vol.58
, Issue.5
, pp. 2675-2685
-
-
Dobigeon, N.1
Tourneret, J.Y.2
-
40
-
-
4544370655
-
Blind source separation with randomized Gram–Schmidt orthogonalization for short burst systems
-
Papadias, C., Kuzminskiy, A.: Blind source separation with randomized Gram–Schmidt orthogonalization for short burst systems. In: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP’04, vol. 5, pp. 809–812 (2004)
-
(2004)
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP’04, vol. 5
, pp. 809-812
-
-
Papadias, C.1
Kuzminskiy, A.2
-
41
-
-
84939472404
-
-
MLSP-Lab
-
MLSP-Lab. http://mlsp.umbc.edu/simulated_fmri_data.html
-
-
-
-
42
-
-
84939472907
-
-
The FastICA package for MATLAB
-
The FastICA package for MATLAB. http://research.ics.tkk.fi/ica/fastica/
-
-
-
-
43
-
-
84939468135
-
-
Statitstical parameter mapping (SPM) website
-
Statitstical parameter mapping (SPM) website. http://www.fil.ion.ucl.ac.uk/spm/
-
-
-
-
44
-
-
80455174031
-
Hyperspectral unmixing via L1/2 sparsity-constrained nonnegative matrix factorization
-
Qian, Y., Jia, S., Zhou, J., Robles-Kelly, A.: Hyperspectral unmixing via $$L_{1/2}$$ sparsity-constrained nonnegative matrix factorization. IEEE Trans. Geosci. Remote Sens. 49, 4282–4297 (2011)
-
(2011)
IEEE Trans. Geosci. Remote Sens.
, vol.49
, pp. 4282-4297
-
-
Qian, Y.1
Jia, S.2
Zhou, J.3
Robles-Kelly, A.4
|