메뉴 건너뛰기




Volumn 5, Issue 5, 2011, Pages 1048-1060

Robust and fast learning of sparse codes with stochastic gradient descent

Author keywords

Dictionary learning; K SVD; matching pursuit; Method of Optimal Directions (MOD); neural gas; sparse coding

Indexed keywords

DICTIONARY LEARNING; K-SVD; MATCHING PURSUIT; NEURAL GAS; OPTIMAL DIRECTION; SPARSE CODING;

EID: 80051734077     PISSN: 19324553     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSTSP.2011.2149496     Document Type: Article
Times cited : (17)

References (22)
  • 1
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • DOI 10.1038/381607a0
    • B. A. Olshausen and D. J. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images," Nature, no. 381, pp. 607-609, 1996. (Pubitemid 26177476)
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 2
    • 56449124824 scopus 로고    scopus 로고
    • 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
    • 0035504028 scopus 로고    scopus 로고
    • Uncertainty principles and ideal atomic decomposition
    • Nov.
    • D. Donoho and X. Huo, "Uncertainty principles and ideal atomic decomposition," IEEE Trans. Inf. Theory, vol. 47, no. 7, pp. 2845-2862, Nov. 1999.
    • (1999) IEEE Trans. Inf. Theory , vol.47 , Issue.7 , pp. 2845-2862
    • Donoho, D.1    Huo, X.2
  • 4
    • 0035273106 scopus 로고    scopus 로고
    • Atomic decomposition by basis pursuit
    • DOI 10.1137/S003614450037906X, PII S003614450037906X
    • S. S. Chen, D. L. Donoho, and M. A. Saunders, "Atomic decomposition by basis pursuit," SIAM Rev. vol. 43, no. 1, pp. 129-159, 2001 [Online]. Available: http://dx.doi.org/10.1137/S003614450037906X (Pubitemid 32406896)
    • (2001) SIAM Review , vol.43 , Issue.1 , pp. 129-159
    • Chen, S.S.1    Donoho, D.L.2    Saunders, M.A.3
  • 5
    • 0036714214 scopus 로고    scopus 로고
    • A generalized uncertainty principle and sparse representation in pairs of bases
    • DOI 10.1109/TIT.2002.801410, PII 1011092002801410
    • M. Elad and A. Bruckstein, "A generalized uncertainty principle and sparse representation in pairs of bases," IEEE Trans. Inf. Theory, vol. 48, no. 9, pp. 2558-2567, Sep. 2002. (Pubitemid 35032680)
    • (2002) IEEE Transactions on Information Theory , vol.48 , Issue.9 , pp. 2558-2567
    • Elad, M.1    Bruckstein, A.M.2
  • 7
    • 0347968052 scopus 로고    scopus 로고
    • Sparse decompositions in unions of bases
    • Dec.
    • R. Gribonval and M. Nielsen, "Sparse decompositions 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
  • 8
    • 5444237123 scopus 로고    scopus 로고
    • 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
  • 9
    • 29144439194 scopus 로고    scopus 로고
    • Decoding by linear programming
    • DOI 10.1109/TIT.2005.858979
    • E. Candes and T. Tao, "Decoding by linear programming," IEEE Trans. Inf. Theory, vol. 51, no. 12, pp. 4203-4215, Dec. 2005. (Pubitemid 41800353)
    • (2005) IEEE Transactions on Information Theory , vol.51 , Issue.12 , pp. 4203-4215
    • Candes, E.J.1    Tao, T.2
  • 10
    • 33144483155 scopus 로고    scopus 로고
    • Stable recovery of sparse overcomplete representations in the presence of noise
    • DOI 10.1109/TIT.2005.860430
    • D. L. Donoho, M. Elad, and V. N. Temlyakov, "Stable recovery of sparse overcomplete representations in the presence of noise," IEEE Trans. Inf. Theory, vol. 52, no. 1, pp. 6-18, Jan. 2006. (Pubitemid 43263116)
    • (2006) IEEE Transactions on Information Theory , vol.52 , Issue.1 , pp. 6-18
    • Donoho, D.L.1    Elad, M.2    Temlyakov, V.N.3
  • 11
    • 33745604236 scopus 로고    scopus 로고
    • Stable signal recovery from incomplete and inaccurate measurements
    • DOI 10.1002/cpa.20124
    • E. Candes, J. Romberg, and T. Tao, "Stable signal recovery from incomplete and inaccurate measurements," Commun. Pure Appl. Math., vol. 59, pp. 1207-1223, 2006. (Pubitemid 43988295)
    • (2006) Communications on Pure and Applied Mathematics , vol.59 , Issue.8 , pp. 1207-1223
    • Candes, E.J.1    Romberg, J.K.2    Tao, T.3
  • 12
    • 59749104367 scopus 로고    scopus 로고
    • From sparse solutions of systems of equations to sparse modeling of signals and images
    • A. M. Bruckstein, D. Donoho, and M. Elad, "From sparse solutions of systems of equations to sparse modeling of signals and images," SIAM REVIEW, vol. 51, no. 1, pp. 34-81, 2009.
    • (2009) SIAM REVIEW , vol.51 , Issue.1 , pp. 34-81
    • Bruckstein, A.M.1    Donoho, D.2    Elad, M.3
  • 14
    • 33750383209 scopus 로고    scopus 로고
    • 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. Signal Process., vol. 54, no. 11, pp. 4311-4322, Dec. 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
  • 15
    • 61849103486 scopus 로고    scopus 로고
    • Sparse coding neural gas: Learning of overcomplete data representations
    • K. Labusch, E. Barth, and T. Martinetz, "Sparse coding neural gas: Learning of overcomplete data representations," Neurocomputing, vol. 72, no. 7-9, pp. 1547-1555, 2009.
    • (2009) Neurocomputing , vol.72 , Issue.7-9 , pp. 1547-1555
    • Labusch, K.1    Barth, E.2    Martinetz, T.3
  • 16
    • 80051707920 scopus 로고    scopus 로고
    • Bag of pursuits and neural gas for improved sparse coding
    • G. Saporta, Ed.
    • K. Labusch, E. Barth, and T. Martinetz, "Bag of pursuits and neural gas for improved sparse coding," in Proc. 19th Int. Conf. Comput. Statist., G. Saporta, Ed., 2010, pp. 327-336.
    • (2010) Proc. 19th Int. Conf. Comput. Statist. , pp. 327-336
    • Labusch, K.1    Barth, E.2    Martinetz, T.3
  • 18
    • 0027842081 scopus 로고
    • 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
  • 19
    • 0027814133 scopus 로고
    • Orthogonal matching pursuit: Recursive function approximation with applications towavelet decomposition
    • Nov.
    • Y. Pati, R. Rezaiifar, and P. Krishnaprasad, "Orthogonal matching pursuit: Recursive function approximation with applications towavelet decomposition," in Proc. 27th Annu. Asilomar Conf. Signals, Syst., Nov. 1993.
    • (1993) Proc. 27th Annu. Asilomar Conf. Signals, Syst.
    • Pati, Y.1    Rezaiifar, R.2    Krishnaprasad, P.3
  • 20
    • 0036543795 scopus 로고    scopus 로고
    • Optimized orthogonal matching pursuit approach
    • DOI 10.1109/LSP.2002.1001652, PII S1070990802047740
    • L. Rebollo-Neira and D. Lowe, "Optimized orthogonal matching pursuit approach," IEEE Signal Process. Lett., vol. 9, no. 4, pp. 137-140, Apr. 2002. (Pubitemid 34711502)
    • (2002) IEEE Signal Processing Letters , vol.9 , Issue.4 , pp. 137-140
    • Rebollo-Neira, L.1    Lowe, D.2
  • 21
    • 0000742931 scopus 로고
    • A 'Neural-Gas Network' learns topologies
    • T. Martinetz and K. Schulten, "A 'Neural-Gas Network' learns topologies," Artif. Neural Netw., vol. I, pp. 397-402, 1991.
    • (1991) Artif. Neural Netw. , vol.1 , pp. 397-402
    • Martinetz, T.1    Schulten, K.2
  • 22
    • 0027632248 scopus 로고
    • 'Neural-gas' network for vector quantization and its application to time-series prediction
    • Jul.
    • T. Martinetz, S. Berkovich, and K. Schulten, "'Neural-gas' network for vector quantization and its application to time-series prediction," IEEE Trans. Neural Netw., vol. 4, no. 4, pp. 558-569, Jul. 1993.
    • (1993) IEEE Trans. Neural Netw. , vol.4 , Issue.4 , pp. 558-569
    • Martinetz, T.1    Berkovich, S.2    Schulten, K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.