-
1
-
-
0031102203
-
Sparse signal reconstruction from limited data using FOCUSS: Are-weighted minimum norm algorithm
-
Mar.
-
I. Gorodnitsky and B. Rao, "Sparse signal reconstruction from limited data using FOCUSS: A re-weighted minimum norm algorithm," IEEE Trans. Signal Process., vol.45, no.3, pp. 600-616, Mar. 1997.
-
(1997)
IEEE Trans. Signal Process.
, vol.45
, Issue.3
, pp. 600-616
-
-
Gorodnitsky, I.1
Rao, B.2
-
2
-
-
33645712892
-
Compressed sensing
-
Apr.
-
D. L. Donoho, "Compressed sensing," IEEE Trans. Inf. Theory, vol.52, no.4, pp. 1289-1306, Apr. 2006.
-
(2006)
IEEE Trans. Inf. Theory
, vol.52
, Issue.4
, pp. 1289-1306
-
-
Donoho, D.L.1
-
3
-
-
85032751965
-
Compressive sensing
-
Jul.
-
R. G. Baraniuk, "Compressive sensing," IEEE Signal Process. Mag., vol.24, no.4, pp. 118-121, Jul. 2007.
-
(2007)
IEEE Signal Process. Mag.
, vol.24
, Issue.4
, pp. 118-121
-
-
Baraniuk, R.G.1
-
4
-
-
0027842081
-
Matching pursuits with time-frequency dictionaries
-
Dec.
-
S. Mallat and Z. Zhang, "Matching pursuits with time-frequency dictionaries," IEEE Trans. Signal Process., vol.41, no.12, pp. 3397-3415, Dec. 1993.
-
(1993)
IEEE Trans. Signal Process.
, vol.41
, Issue.12
, pp. 3397-3415
-
-
Mallat, S.1
Zhang, Z.2
-
5
-
-
5444237123
-
Greed is good: Algorithmic results for sparse approximation
-
Oct.
-
J. A. Tropp, "Greed is good: Algorithmic results for sparse approximation," IEEE Trans. Inf. Theory, vol.50, no.10, pp. 2231-2242, Oct. 2004.
-
(2004)
IEEE Trans. Inf. Theory
, vol.50
, Issue.10
, pp. 2231-2242
-
-
Tropp, J.A.1
-
6
-
-
0035504028
-
Uncertainty principles and ideal atomic decompositions
-
Nov.
-
D. Donoho and X. Huo, "Uncertainty principles and ideal atomic decompositions," IEEE Trans. Inf. Theory, vol.47, no.10, pp. 2845-2862, Nov. 2001.
-
(2001)
IEEE Trans. Inf. Theory
, vol.47
, Issue.10
, pp. 2845-2862
-
-
Donoho, D.1
Huo, X.2
-
7
-
-
0028386025
-
An algorithm for the minimization of mixed l1 and l2 norms with application to Bayesian estimation
-
Mar.
-
S. Alliney and S. A. Ruzinsky, "An algorithm for the minimization of mixed l1 and l2 norms with application to Bayesian estimation," IEEE Trans. Signal Process., vol.42, no.3, pp. 618-627, Mar. 1994.
-
(1994)
IEEE Trans. Signal Process.
, vol.42
, Issue.3
, pp. 618-627
-
-
Alliney, S.1
Ruzinsky, S.A.2
-
8
-
-
0347968052
-
Sparse representations in unions of bases
-
Dec.
-
R. Gribonval and M. Nielsen, "Sparse representations in unions of bases," IEEE Trans. Inf. Theory, vol.49, no.12, pp. 3320-3325, Dec. 2003.
-
(2003)
IEEE Trans. Inf. Theory
, vol.49
, Issue.12
, pp. 3320-3325
-
-
Gribonval, R.1
Nielsen, M.2
-
9
-
-
33750383209
-
K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
-
Nov.
-
M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation," IEEE Trans. Signal Process., vol.54, no.11, pp. 4311-4319, Nov. 2006.
-
(2006)
IEEE Trans. Signal Process.
, vol.54
, Issue.11
, pp. 4311-4319
-
-
Aharon, M.1
Elad, M.2
Bruckstein, A.3
-
10
-
-
70349214778
-
Sparse source separation from orthogonal mixtures
-
Apr.
-
M. Mishali and Y. C. Eldar, "Sparse source separation from orthogonal mixtures," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Apr. 2009, pp. 3145-3148.
-
(2009)
Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP)
, pp. 3145-3148
-
-
Mishali, M.1
Eldar, Y.C.2
-
11
-
-
33745309913
-
Sparse principal component analysis
-
H. Zou, T. Hastie, and R. Tibshirani, "Sparse principal component analysis," J. Comput. Graph. Stat., vol.15, no.2, pp. 262-286, 2006.
-
(2006)
J. Comput. Graph. Stat.
, vol.15
, Issue.2
, pp. 262-286
-
-
Zou, H.1
Hastie, T.2
Tibshirani, R.3
-
12
-
-
34548514458
-
A direct formulation for sparse PCA using semidefinite programming
-
A. d'Aspremont, L. El Ghaoui, M. I. Jordan, and G. R. G. Lanckriet, "A direct formulation for sparse PCA using semidefinite programming," SIAM Rev., vol.49, no.3, pp. 434-448, 2007.
-
(2007)
SIAM Rev.
, vol.49
, Issue.3
, pp. 434-448
-
-
D'Aspremont, A.1
El Ghaoui, L.2
Jordan, M.I.3
Lanckriet, G.R.G.4
-
13
-
-
48849086355
-
Optimal solutions for sparse principal component analysis
-
A. d'Aspremont, F. Bach, and L. El Ghaoui, "Optimal solutions for sparse principal component analysis," J. Mach. Learn. Res., vol.9, pp. 1269-1294, 2008.
-
(2008)
J. Mach. Learn. Res.
, vol.9
, pp. 1269-1294
-
-
D'Aspremont, A.1
Bach, F.2
El Ghaoui, L.3
-
14
-
-
84900510076
-
Non-negative matrix factorization with sparseness constraints
-
P. O. Hoyer, "Non-negative matrix factorization with sparseness constraints," J. Mach. Learn. Res., vol.5, no.2, pp. 1457-1469, 2004.
-
(2004)
J. Mach. Learn. Res.
, vol.5
, Issue.2
, pp. 1457-1469
-
-
Hoyer, P.O.1
-
15
-
-
1642529511
-
Metagenes and molecular pattern discovery using matrix factorization
-
Mar.
-
J.-P. Brunet, P. Tamayo, T. R. Golub, and J. P. Mesirov, "Metagenes and molecular pattern discovery using matrix factorization," Proc. Nat. Academy Sci., vol.101, no.12, pp. 4164-4169, Mar. 2004.
-
(2004)
Proc. Nat. Academy Sci.
, vol.101
, Issue.12
, pp. 4164-4169
-
-
Brunet, J.-P.1
Tamayo, P.2
Golub, T.R.3
Mesirov, J.P.4
-
16
-
-
33947123736
-
Bernoulli-Gaussian spectral analysis of unevenly spaced astrophysical data
-
Bordeaux, France, Jul.
-
S. Bourguignon and H. Carfantan, "Bernoulli-Gaussian spectral analysis of unevenly spaced astrophysical data," in Proc. IEEE Workshop Stat. Signal Process. (SSP), Bordeaux, France, Jul. 2005, pp. 811-816.
-
(2005)
Proc. IEEE Workshop Stat. Signal Process. (SSP)
, pp. 811-816
-
-
Bourguignon, S.1
Carfantan, H.2
-
17
-
-
0030107615
-
Simultaneous wavelet estimation and deconvolution of reflection seismic signals
-
Mar.
-
Q. Cheng, R. Chen, and T.-H. Li, "Simultaneous wavelet estimation and deconvolution of reflection seismic signals," IEEE Trans. Geosci. Remote Sens., vol.34, no.2, pp. 377-384, Mar. 1996.
-
(1996)
IEEE Trans. Geosci. Remote Sens.
, vol.34
, Issue.2
, pp. 377-384
-
-
Cheng, Q.1
Chen, R.2
Li, T.-H.3
-
18
-
-
34347404627
-
A Bayesian approach for blind separation of sparse sources
-
Nov.
-
C. Févotte and S. J. Godsill, "A Bayesian approach for blind separation of sparse sources," IEEE Trans. Audio, Speech, Lang. Process., vol.14, no.6, pp. 2174-2188, Nov. 2006.
-
(2006)
IEEE Trans. Audio, Speech, Lang. Process.
, vol.14
, Issue.6
, pp. 2174-2188
-
-
Févotte, C.1
Godsill, S.J.2
-
19
-
-
69349103766
-
Hierarchical Bayesian sparse image reconstruction with application to MRFM
-
Sep.
-
N. Dobigeon, A. O. Hero, and J.-Y. Tourneret, "Hierarchical Bayesian sparse image reconstruction with application to MRFM," IEEE Trans. Image Process., vol.18, no.9, pp. 2059-2070, Sep. 2009.
-
(2009)
IEEE Trans. Image Process.
, vol.18
, Issue.9
, pp. 2059-2070
-
-
Dobigeon, N.1
Hero, A.O.2
Tourneret, J.-Y.3
-
20
-
-
0020126947
-
Maximum likelihood detection and estimation of Bernoulli-Gaussian processes
-
May
-
J. J. Kormylo and J. M. Mendel, "Maximum likelihood detection and estimation of Bernoulli-Gaussian processes," IEEE Trans. Inf. Theory, vol.28, no.3, pp. 482-488, May 1982.
-
(1982)
IEEE Trans. Inf. Theory
, vol.28
, Issue.3
, pp. 482-488
-
-
Kormylo, J.J.1
Mendel, J.M.2
-
21
-
-
0025491232
-
Stack algorithm for recursive deconvolution of Bernoulli-Gaussian processes
-
Sep.
-
J. Idier and Y. Goussard, "Stack algorithm for recursive deconvolution of Bernoulli-Gaussian processes," IEEE Trans. Signal Process., vol.28, no.5, pp. 67-79, Sep. 1990.
-
(1990)
IEEE Trans. Signal Process.
, vol.28
, Issue.5
, pp. 67-79
-
-
Idier, J.1
Goussard, Y.2
-
22
-
-
0027635089
-
Bayesian deconvolution of Bernoulli-Gaussian processes
-
Jul.
-
M. Lavielle, "Bayesian deconvolution of Bernoulli-Gaussian processes," Signal Process., vol.33, no.1, pp. 67-79, Jul. 1993.
-
(1993)
Signal Process.
, vol.33
, Issue.1
, pp. 67-79
-
-
Lavielle, M.1
-
23
-
-
0031101750
-
Bayesian estimation of state-space models applied to deconvolution of Bernoulli-Gaussian processes
-
Mar.
-
A. Doucet and P. Duvaut, "Bayesian estimation of state-space models applied to deconvolution of Bernoulli-Gaussian processes," Signal Process., vol.57, no.2, pp. 147-161, Mar. 1997.
-
(1997)
Signal Process.
, vol.57
, Issue.2
, pp. 147-161
-
-
Doucet, A.1
Duvaut, P.2
-
24
-
-
51449088121
-
Sparse linear regression with structured priors and application to denoising of musical audio
-
Jan.
-
C. Févotte, B. Torrésani, L. Daudet, and S. J. Godsill, "Sparse linear regression with structured priors and application to denoising of musical audio," IEEE Trans. Audio, Speech, Language Process., vol.16, no.1, pp. 174-185, Jan. 2008.
-
(2008)
IEEE Trans. Audio, Speech, Language Process.
, vol.16
, Issue.1
, pp. 174-185
-
-
Févotte, C.1
Torrésani, B.2
Daudet, L.3
Godsill, S.J.4
-
25
-
-
67349161408
-
Sparse image reconstruction for molecular imaging
-
Jun.
-
M. Ting, R. Raich, and A. O. Hero, "Sparse image reconstruction for molecular imaging," IEEE Trans. Image Process., vol.18, no.6, pp. 1215-1227, Jun. 2009.
-
(2009)
IEEE Trans. Image Process.
, vol.18
, Issue.6
, pp. 1215-1227
-
-
Ting, M.1
Raich, R.2
Hero, A.O.3
-
26
-
-
0034825384
-
An application of MCMC methods for the multiple change-points problem
-
Jan.
-
M. Lavielle and E. Lebarbier, "An application of MCMC methods for the multiple change-points problem," Signal Process., vol.81, no.1, pp. 39-53, Jan. 2004.
-
(2004)
Signal Process.
, vol.81
, Issue.1
, pp. 39-53
-
-
Lavielle, M.1
Lebarbier, E.2
-
27
-
-
13444249563
-
Coupling a stochastic approximation version of em with an MCMC procedure
-
E.Kuhn and M. Lavielle, "Coupling a stochastic approximation version of EM with an MCMC procedure," ESAIM Probab. Statist., vol.8, pp. 115-131, 2004.
-
(2004)
ESAIM Probab. Statist.
, vol.8
, pp. 115-131
-
-
Kuhn, E.1
Lavielle, M.2
-
29
-
-
0036504268
-
Bayesian curve fitting using MCMC with applications to signal segmentation
-
Mar.
-
E. Punskaya, C. Andrieu, A. Doucet, and W. Fitzgerald, "Bayesian curve fitting using MCMC with applications to signal segmentation," IEEE Trans. Signal Process., vol.50, no.3, pp. 747-758, Mar. 2002.
-
(2002)
IEEE Trans. Signal Process.
, vol.50
, Issue.3
, pp. 747-758
-
-
Punskaya, E.1
Andrieu, C.2
Doucet, A.3
Fitzgerald, W.4
-
30
-
-
46749145829
-
Semi-supervised linear spectral unmixing using a hierarchical Bayesian model for hyperspectral imagery
-
Jul.
-
N. Dobigeon, J.-Y. Tourneret, and C.-I. Chang, "Semi-supervised linear spectral unmixing using a hierarchical Bayesian model for hyperspectral imagery," IEEE Trans. Signal Process., vol.56, no.7, pp. 2684-2695, Jul. 2008.
-
(2008)
IEEE Trans. Signal Process.
, vol.56
, Issue.7
, pp. 2684-2695
-
-
Dobigeon, N.1
Tourneret, J.-Y.2
Chang, C.-I.3
-
31
-
-
70350493345
-
Joint Bayesian endmember extraction and linear unmixing for hyperspectral imagery
-
Nov.
-
N. Dobigeon, S. Moussaoui, M. Coulon, J.-Y. Tourneret, and A. O. Hero, "Joint Bayesian endmember extraction and linear unmixing for hyperspectral imagery," IEEE Trans. Signal Process., vol.57, no.11, pp. 4355-4368, Nov. 2009.
-
(2009)
IEEE Trans. Signal Process.
, vol.57
, Issue.11
, pp. 4355-4368
-
-
Dobigeon, N.1
Moussaoui, S.2
Coulon, M.3
Tourneret, J.-Y.4
Hero, A.O.5
-
32
-
-
84863753795
-
A new MCMC algorithm for blind Bernoulli-Gaussian deconvolution
-
presented at the Lausanne, Switzerland, Aug.
-
D. Ge, J. Idier, and E. L. Carpentier, "A new MCMC algorithm for blind Bernoulli-Gaussian deconvolution," presented at the EURASIP Eur. Signal Process. Conf. (EUSIPCO), Lausanne, Switzerland, Aug. 2008.
-
(2008)
EURASIP Eur. Signal Process. Conf. (EUSIPCO)
-
-
Ge, D.1
Idier, J.2
Carpentier, E.L.3
-
33
-
-
49549112481
-
Partially collapsed Gibbs samplers: Theory and methods
-
Jun.
-
D. A. van Dyk and T. Park, "Partially collapsed Gibbs samplers: Theory and methods," J. Amer. Stat. Soc., vol.103, no.482, pp. 790-796, Jun. 2008.
-
(2008)
J. Amer. Stat. Soc.
, vol.103
, Issue.482
, pp. 790-796
-
-
Van Dyk, D.A.1
Park, T.2
-
34
-
-
77950647842
-
Partially collapsed Gibbs samplers: Illustrations and applications
-
Jun.
-
T. Park and D. A. van Dyk, "Partially collapsed Gibbs samplers: Illustrations and applications," J. Comput. and Graph. Stat., vol.18, no.2, pp. 283-305, Jun. 2009.
-
(2009)
J. Comput. and Graph. Stat.
, vol.18
, Issue.2
, pp. 283-305
-
-
Park, T.1
Van Dyk, D.A.2
-
35
-
-
34250740312
-
Model averaging and dimension selection for the singular value decomposition
-
Jun.
-
P. D. Hoff, "Model averaging and dimension selection for the singular value decomposition," J. Amer. Stat. Soc., vol.102, no.478, pp. 674-685, Jun. 2007.
-
(2007)
J. Amer. Stat. Soc.
, vol.102
, Issue.478
, pp. 674-685
-
-
Hoff, P.D.1
-
36
-
-
34147145294
-
Joint segmentation of piecewise constant autoregressive processes by using a hierarchical model and a Bayesian sampling approach
-
Apr.
-
N. Dobigeon, J.-Y. Tourneret, and M. Davy, "Joint segmentation of piecewise constant autoregressive processes by using a hierarchical model and a Bayesian sampling approach," IEEE Trans. Signal Process., vol.55, no.4, pp. 1251-1263, Apr. 2007.
-
(2007)
IEEE Trans. Signal Process.
, vol.55
, Issue.4
, pp. 1251-1263
-
-
Dobigeon, N.1
Tourneret, J.-Y.2
Davy, M.3
-
40
-
-
84911514080
-
Uniform sampling on simplices and spheres
-
Sep.
-
B. Von Hohenbalken, "Uniform sampling on simplices and spheres," ACM SIGAPL APL Quote Quad, vol.11, no.1, pp. 16-18, Sep. 1980.
-
(1980)
ACM SIGAPL APL Quote Quad
, vol.11
, Issue.1
, pp. 16-18
-
-
Von Hohenbalken, B.1
-
41
-
-
0030393877
-
Unsupervised deconvolution of sparse spike trains using stochastic approximation
-
Dec.
-
F. Champagnat, Y. Goussard, and J. Idier, "Unsupervised deconvolution of sparse spike trains using stochastic approximation," IEEE Trans. Signal Process., vol.44, no.12, pp. 2988-2998, Dec. 1996.
-
(1996)
IEEE Trans. Signal Process.
, vol.44
, Issue.12
, pp. 2988-2998
-
-
Champagnat, F.1
Goussard, Y.2
Idier, J.3
-
42
-
-
34548207242
-
Monte-Carlo methods for adaptive sparse approximations of time-series
-
Sep.
-
T. Blumensath and M. E. Davies, "Monte-Carlo methods for adaptive sparse approximations of time-series," IEEE Trans. Signal Process., vol.55, no.9, pp. 4474-4486, Sep. 2007.
-
(2007)
IEEE Trans. Signal Process.
, vol.55
, Issue.9
, pp. 4474-4486
-
-
Blumensath, T.1
Davies, M.E.2
-
43
-
-
77955751115
-
Bayesian audio source separation
-
S. Makino, T.-W. Lee, and H. Sawada, Eds. Dordrecht, The Netherlands: Springer
-
C. Févotte, "Bayesian audio source separation," in Blind Speech Separation, S. Makino, T.-W. Lee, and H. Sawada, Eds. Dordrecht, The Netherlands: Springer, 2007, pp. 305-335.
-
(2007)
Blind Speech Separation
, pp. 305-335
-
-
Févotte, C.1
-
44
-
-
77951183028
-
Bayesian orthogonal component analysis for sparse representation
-
Univ. of Toulouse, IRIT/INP-ENSEEIHT-TéSA, Toulouse, France, Tech. Rep., Nov. [Online]. Available:
-
N. Dobigeon and J.-Y. Tourneret, "Bayesian orthogonal component analysis for sparse representation. Extension to non-homogeneous sparsity level over times," Univ. of Toulouse, IRIT/INP-ENSEEIHT-TéSA, Toulouse, France, Tech. Rep., Nov. 2009 [Online]. Available: http://dobigeon.perso. enseeiht.fr/publis.html
-
(2009)
Extension to Non-homogeneous Sparsity Level over Times
-
-
Dobigeon, N.1
Tourneret, J.-Y.2
-
45
-
-
0006057693
-
Simulation of the von Mises Fisher distribution
-
A. T. A. Wood, "Simulation of the von Mises Fisher distribution," Comm. Statist. Simulation Comput., vol.23, pp. 157-164, 1994.
-
(1994)
Comm. Statist. Simulation Comput.
, vol.23
, pp. 157-164
-
-
Wood, A.T.A.1
-
47
-
-
34547515685
-
Blind signal decompositions for automatic transcription of polyphonic music: NMF and K-SVD on the benchmark
-
Apr.
-
N. Bertin, R. Badeau, and G. Richard, "Blind signal decompositions for automatic transcription of polyphonic music: NMF and K-SVD on the benchmark," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), Apr. 2007, vol.1, pp. I-65-I-68.
-
(2007)
Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP)
, vol.1
-
-
Bertin, N.1
Badeau, R.2
Richard, G.3
-
48
-
-
42649102287
-
Compression of facial images using the K-SVD algorithm
-
May
-
O. Bryt and M. Elad, "Compression of facial images using the K-SVD algorithm," J. Vis. Commun. Image Represent., vol.19, no.4, pp. 270-283, May 2008.
-
(2008)
J. Vis. Commun. Image Represent.
, vol.19
, Issue.4
, pp. 270-283
-
-
Bryt, O.1
Elad, M.2
-
49
-
-
39149089704
-
Sparse representation for color image restoration
-
Jan.
-
J. Mairal, M. Elad, and G. Sapiro, "Sparse representation for color image restoration," IEEE Trans. Image Process., vol.17, no.1, pp. 53-69, Jan. 2008.
-
(2008)
IEEE Trans. Image Process.
, vol.17
, Issue.1
, pp. 53-69
-
-
Mairal, J.1
Elad, M.2
Sapiro, G.3
|