-
1
-
-
33144463127
-
Unsupervised analysis of polyphonic music by sparse coding
-
DOI 10.1109/TNN.2005.861031
-
S. Abdallah and M. Plumbley, "Unsupervised analysis of polyphonic music by sparse coding," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 179-196, Jan. 2006. (Pubitemid 43263950)
-
(2006)
IEEE Transactions on Neural Networks
, vol.17
, Issue.1
, pp. 179-196
-
-
Abdallah, S.A.1
Plumbley, M.D.2
-
2
-
-
56449124824
-
Simple method for highperformance digit recognition based on sparse coding
-
Nov
-
K. Labusch, E. Barth, and T. Martinetz, "Simple method for highperformance digit recognition based on sparse coding," IEEE Trans. Neural Netw., vol. 19, no. 11, pp. 1985-1989, Nov. 2008.
-
(2008)
IEEE Trans. Neural Netw
, vol.19
, Issue.11
, pp. 1985-1989
-
-
Labusch, K.1
Barth, E.2
Martinetz, T.3
-
3
-
-
57749190853
-
Equivalence probability and sparsity of two sparse solutions in sparse representation
-
Dec
-
Y. Li, A. Cichocki, S. Amari, S. Xie, and C. Guan, "Equivalence probability and sparsity of two sparse solutions in sparse representation," IEEE Trans. Neural Netw., vol. 19, no. 12, pp. 2009-2021, Dec. 2008.
-
(2008)
IEEE Trans. Neural Netw
, vol.19
, Issue.12
, pp. 2009-2021
-
-
Li, Y.1
Cichocki, A.2
Amari, S.3
Xie, S.4
Guan, C.5
-
5
-
-
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
-
6
-
-
61549128441
-
Robust face recognition via sparse representation
-
Feb
-
J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma, "Robust face recognition via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 2, pp. 210-227, Feb. 2009.
-
(2009)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.31
, Issue.2
, pp. 210-227
-
-
Wright, J.1
Yang, A.2
Ganesh, A.3
Sastry, S.4
Ma, Y.5
-
7
-
-
84864036295
-
Efficient sparse coding algorithms
-
Cambridge, MA, USA: MIT Press
-
H. Lee, A. Battle, R. Raina, and A. Ng, "Efficient sparse coding algorithms," in Advances Neural Inform Processing Systems, Cambridge, MA, USA: MIT Press, 2007.
-
(2007)
Advances Neural Inform Processing Systems
-
-
Lee, H.1
Battle, A.2
Raina, R.3
Ng, A.4
-
8
-
-
0029938380
-
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
-
DOI 10.1038/381607a0
-
B. Olshausen and D. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images," Nature, vol. 381, no. 6583, pp. 607-609, 1996. (Pubitemid 26177476)
-
(1996)
Nature
, vol.381
, Issue.6583
, pp. 607-609
-
-
Olshausen, B.A.1
Field, D.J.2
-
9
-
-
3242708140
-
Least angle regression
-
DOI 10.1214/009053604000000067
-
B. Trevor, T. Hadtie, L. Johnstone, and R. Tibshirani, "Least angle regression," Ann. Stat., vol. 32, no. 2, pp. 407-499, 2004. (Pubitemid 41250302)
-
(2004)
Annals of Statistics
, vol.32
, Issue.2
, pp. 407-499
-
-
Efron, B.1
Hastie, T.2
Johnstone, I.3
Tibshirani, R.4
Ishwaran, H.5
Knight, K.6
Loubes, J.-M.7
Massart, P.8
Madigan, D.9
Ridgeway, G.10
Rosset, S.11
Zhu, J.I.12
Stine, R.A.13
Turlach, B.A.14
Weisberg, S.15
Hastie, T.16
Johnstone, I.17
Tibshirani, R.18
-
10
-
-
84863879353
-
Coordinate descent algorithms for LASSO penalized regression
-
T. Wu and K. Lange, "Coordinate descent algorithms for LASSO penalized regression," Ann. Appl. Stat., vol. 2, no. 1, pp. 224-244, 2008.
-
(2008)
Ann. Appl. Stat
, vol.2
, Issue.1
, pp. 224-244
-
-
Wu, T.1
Lange, K.2
-
11
-
-
78049312324
-
Image super-resolution via sparse representation
-
Nov.
-
J. Yang, J. Wright, T. Huang, and Y. Ma, "Image super-resolution via sparse representation," IEEE Trans. Image Process., vol. 19, no. 11, pp. 2861-2873, Nov. 2010.
-
(2010)
IEEE Trans. Image Process
, vol.19
, Issue.11
, pp. 2861-2873
-
-
Yang, J.1
Wright, J.2
Huang, T.3
Ma, Y.4
-
12
-
-
80052879604
-
Robust tracking using local sparse appearance model and k-selection
-
Jun
-
B. Liu, J. Huang, L. Yang, and C. Kulikowsk, "Robust tracking using local sparse appearance model and k-selection," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2011, pp. 1313-1320.
-
(2011)
Proc IEEE Conf. Comput. Vis. Pattern Recognit.
, pp. 1313-1320
-
-
Liu, B.1
Huang, J.2
Yang, L.3
Kulikowsk, C.4
-
13
-
-
80053126093
-
Robust visual tracking and vehicle classification via sparse representation
-
Nov.
-
X. Mei and H. Ling, "Robust visual tracking and vehicle classification via sparse representation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 11, pp. 2259-2272, Nov. 2011.
-
(2011)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.33
, Issue.11
, pp. 2259-2272
-
-
Mei, X.1
Ling, H.2
-
14
-
-
0030779611
-
Sparse coding with an overcomplete basis set: A strategy employed by V1?
-
DOI 10.1016/S0042-6989(97)00169-7, PII S0042698997001697
-
B. Olshausen and D. Field, "Sparse coding with an over-complete basis set: A strategy employed by VI?," Vis. Res., vol. 37, no. 23, pp. 3311-3325, 1997. (Pubitemid 27493805)
-
(1997)
Vision Research
, vol.37
, Issue.23
, pp. 3311-3325
-
-
Olshausen, B.A.1
Field, D.J.2
-
15
-
-
0036505590
-
Unsupervised clustering with spiking neurons by sparse temporal coding and multilayer RBF networks
-
DOI 10.1109/72.991428, PII S1045922702024062
-
S. Bohte, H. Poutre, and J. Kok, "Unsupervised clustering with spiking neurons by sparse temporal coding and multilayer rbf networks," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 426-435, Mar. 2002. (Pubitemid 34475043)
-
(2002)
IEEE Transactions on Neural Networks
, vol.13
, Issue.2
, pp. 426-435
-
-
Bohte, S.M.1
La Poutre, H.2
Kok, J.N.3
-
16
-
-
79955371363
-
Graph regularized sparse coding for image representation
-
May
-
M. Zheng, J. Bu, C. Chen, C. Wang, L. Zhang, G. Qiu, and D. Cai, "Graph regularized sparse coding for image representation," IEEE Trans. Image Process., vol. 20, no. 5, pp. 1327-1336, May 2011.
-
(2011)
IEEE Trans. Image Process
, vol.20
, Issue.5
, pp. 1327-1336
-
-
Zheng, M.1
Bu, J.2
Chen, C.3
Wang, C.4
Zhang, L.5
Qiu, G.6
Cai, D.7
-
17
-
-
33751379736
-
Image denoising via sparse and redundant representations over learned dictionaries
-
DOI 10.1109/TIP.2006.881969
-
M. Elad and M. Aharon, "Image denoising via sparse and redundant representations over learned dictionaries," IEEE Trans. Image Process., vol. 15, no. 12, pp. 3736-3745, Dec. 2006. (Pubitemid 44811686)
-
(2006)
IEEE Transactions on Image Processing
, vol.15
, Issue.12
, pp. 3736-3745
-
-
Elad, M.1
Aharon, M.2
-
18
-
-
33750383209
-
K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
-
DOI 10.1109/TSP.2006.881199
-
M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation," IEEE Trans. Single Process., vol. 54, no. 11, pp. 4311-4322, Nov. 2006. (Pubitemid 44637761)
-
(2006)
IEEE Transactions on Signal Processing
, vol.54
, Issue.11
, pp. 4311-4322
-
-
Aharon, M.1
Elad, M.2
Bruckstein, A.3
-
19
-
-
84858761801
-
Supervised dictionary learning
-
Cambridge, MA, USA: MIT Press
-
J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman, "Supervised dictionary learning," in Advances in Neural Information Processing Systems, Cambridge, MA, USA: MIT Press, 2009.
-
(2009)
Advances in Neural Information Processing Systems
-
-
Mairal, J.1
Bach, F.2
Ponce, J.3
Sapiro, G.4
Zisserman, A.5
-
20
-
-
84871085657
-
L1/2 regularization: A thresholding representation theory and a fast solver
-
Jul.
-
Z. Xu, X. Chang, F. Xu, and H. Zhang, "L1/2 regularization: A thresholding representation theory and a fast solver," IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 7, pp. 1013-1027, Jul. 2012.
-
(2012)
IEEE Trans. Neural Netw. Learn. Syst
, vol.23
, Issue.7
, pp. 1013-1027
-
-
Xu, Z.1
Chang, X.2
Xu, F.3
Zhang, H.4
-
21
-
-
38049162221
-
Variable selection via a combination of the L0 and L1 penalties
-
Y. Liu and Y. Wu, "Variable selection via a combination of the L0 and L1 penalties," J. Comput. Graph. Stat., vol. 16, no. 4, pp. 782-798, 2007.
-
(2007)
J. Comput. Graph. Stat
, vol.16
, Issue.4
, pp. 782-798
-
-
Liu, Y.1
Wu, Y.2
-
22
-
-
0001287271
-
Regression shrinkage and selection via the LASSO
-
R. Tibshirani, "Regression shrinkage and selection via the LASSO," J. Royal Stat. Soc. Ser. B, vol. 58, no. 1, pp. 267-288, 1996.
-
(1996)
J. Royal Stat. Soc. Ser. B
, vol.58
, Issue.1
, pp. 267-288
-
-
Tibshirani, R.1
-
23
-
-
77649284492
-
Nearly unbiased variable selection under minimax concave penalty
-
C. H. Zhang, "Nearly unbiased variable selection under minimax concave penalty," Ann. Stat., vol. 38, no. 2 pp. 894-942, 2010.
-
(2010)
Ann. Stat
, vol.38
, Issue.2
, pp. 894-942
-
-
Zhang, C.H.1
-
24
-
-
0031526204
-
Approaches for Bayesian variable selection
-
E. George and R. Mcculloch, "Approaches for bayesian variable selection," Stat. Sinica, vol. 7, pp. 339-374, Jan. 1997. (Pubitemid 127084819)
-
(1997)
Statistica Sinica
, vol.7
, Issue.2
, pp. 339-374
-
-
George, E.I.1
McCulloch, R.E.2
-
25
-
-
84860345321
-
A majorization-minimization approach to variable selection using spike and slab priors
-
T. J. Yen, "A majorization-minimization approach to variable selection using spike and slab priors," Ann. Stat., vol. 39, no. 3, pp. 1748-1775, 2011.
-
(2011)
Ann. Stat
, vol.39
, Issue.3
, pp. 1748-1775
-
-
Yen, T.J.1
-
26
-
-
34548105186
-
Large-scale bayesian logistic regression for text categorization
-
DOI 10.1198/004017007000000245
-
A. Genkin, D. Lewis, and D. Madigan, "Large scale bayesian logistic regression for text categorization," Technometrics, vol. 49, no. 3, pp. 291-304, 2007. (Pubitemid 47292487)
-
(2007)
Technometrics
, vol.49
, Issue.3
, pp. 291-304
-
-
Genkin, A.1
Lewis, D.D.2
Madigan, D.3
-
27
-
-
84876106588
-
Unsupervised learning of categorical data with competing models
-
Nov.
-
R. Ilin, "Unsupervised learning of categorical data with competing models," IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 11, pp. 1726-1737, Nov. 2012.
-
(2012)
IEEE Trans. Neural Netw. Learn. Syst
, vol.23
, Issue.11
, pp. 1726-1737
-
-
Ilin, R.1
-
28
-
-
84876153078
-
Variational regularized 2-d nonnegative matrix factorization
-
May
-
B. Gao, W. Woo, and S. Dlay, "Variational regularized 2-d nonnegative matrix factorization," IEEE Trans. Neural Netw. Learn. Syst., vol. 23, no. 5, pp. 703-716, May 2012.
-
(2012)
IEEE Trans. Neural Netw. Learn. Syst
, vol.23
, Issue.5
, pp. 703-716
-
-
Gao, B.1
Woo, W.2
Dlay, S.3
-
29
-
-
44649181578
-
Bayesian inference and optimal design in the sparse linear model
-
M. Seeger, F. Steinke, and K. Tsuda, "Bayesian inference and optimal design in the sparse linear model," J. Mach. Learn. Res., vol. 9, pp. 759-813, 2008.
-
(2008)
J. Mach. Learn. Res
, vol.9
, pp. 759-813
-
-
Seeger, M.1
Steinke, F.2
Tsuda, K.3
-
30
-
-
84923125753
-
-
CAM Rep., Univ. of CA, Los Angeles, USA
-
Y. Li and S. Osher, "Coordinate descent optimization for l1 minimization with application to compressed sensing: A greedy algorithm," CAM Rep., Univ. of CA, Los Angeles, USA, 2009.
-
(2009)
Coordinate Descent Optimization for l1 Minimization with Application to Compressed Sensing: A Greedy Algorithm
-
-
Li, Y.1
Osher, S.2
-
31
-
-
49549105778
-
-
Tech. Rep
-
T. Park and G. Casella, "The bayesian LASSO," Tech. Rep., vol. 103, no. 482, pp. 681-686, 2008.
-
(2008)
The Bayesian LASSO
, vol.103
, Issue.482
, pp. 681-686
-
-
Park, T.1
Casella, G.2
-
32
-
-
0001224048
-
Sparse Bayesian Learning and the Relevance Vector Machine
-
DOI 10.1162/15324430152748236
-
M. Tipping, "Sparse bayesian learning and the relevance vector machine," J. Mach. Learn. Res., vol. 1, pp. 211-244, Jan. 2001. (Pubitemid 33687203)
-
(2001)
Journal of Machine Learning Research
, vol.1
, Issue.3
, pp. 211-244
-
-
Tipping, M.E.1
-
33
-
-
0034133184
-
Learning overcomplete representations
-
Feb
-
M. Lewicki and T. Sejnowski, "Learning overcomplete representations," Neural Comput. vol. 12, no. 2, pp. 337-365, Feb. 2000.
-
(2000)
Neural Comput
, vol.12
, Issue.2
, pp. 337-365
-
-
Lewicki, M.1
Sejnowski, T.2
-
34
-
-
71149119964
-
Online dictionary learning for sparse coding
-
J. Mairal, F. Bach, J. Ponce, and G. Sapiro, "Online dictionary learning for sparse coding," in Proc. 26th Annu. Int. Conf. Mach. Learn., 2009, pp. 689-696.
-
(2009)
Proc. 26th Annu. Int. Conf. Mach. Learn
, pp. 689-696
-
-
Mairal, J.1
Bach, F.2
Ponce, J.3
Sapiro, G.4
-
35
-
-
80051734077
-
Robust and fast learning of sparse codes with stochastic gradient descent
-
Sep.
-
K. Labusch, E. Barth, and T. Martinetz, "Robust and fast learning of sparse codes with stochastic gradient descent," IEEE Trans. Sel. Topics Signal Process., vol. 5, no. 5, pp. 1048-1060, Sep. 2011.
-
(2011)
IEEE Trans. Sel. Topics Signal Process
, vol.5
, Issue.5
, pp. 1048-1060
-
-
Labusch, K.1
Barth, E.2
Martinetz, T.3
-
36
-
-
5444237123
-
Greed is good: Algorithmic results for sparse approximation
-
Oct
-
J. 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.1
-
37
-
-
77953185875
-
-
Glendale, AZ, USA: Arizona Univ. Press
-
J. Liu, S. Ji, and J. Ye, SLEP: Sparse Learning With Efficient Projections, Glendale, AZ, USA: Arizona Univ. Press, 2009.
-
(2009)
SLEP: Sparse Learning with Efficient Projections
-
-
Liu, J.1
Ji, S.2
Ye, J.3
-
38
-
-
39749173057
-
Incremental learning for robust visual tracking
-
DOI 10.1007/s11263-007-0075-7, Special issue on Machine Learning for Vision, Guest Editors: William Freeman, Pietro Perona and Bernhard Scholkopf
-
D. Ross, J. Lim, R. Lin, and M. Yang, "Incremental learning for robust visual tracking," Int. J. Comput. Vis., vol. 77, nos. 1-3, pp. 125-141, May 2008. (Pubitemid 351294740)
-
(2008)
International Journal of Computer Vision
, vol.77
, Issue.1-3
, pp. 125-141
-
-
Ross, D.A.1
Lim, J.2
Lin, R.-S.3
Yang, M.-H.4
-
39
-
-
79958713693
-
Online multiple support instance tracking
-
Mar
-
Q. Zhou, H. Lu, and M. Yang, "Online multiple support instance tracking," in Proc. IEEE Conf. Autom. Face Gesture Recognit., Mar. 2011, pp. 545-552.
-
(2011)
Proc IEEE Conf. Autom. Face Gesture Recognit.
, pp. 545-552
-
-
Zhou, Q.1
Lu, H.2
Yang, M.3
|