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Volumn 4669 LNCS, Issue PART 2, 2007, Pages 798-807

A two-layer ICA-Like model estimated by score matching

Author keywords

[No Author keywords available]

Indexed keywords

LINEAR SYSTEMS; MATHEMATICAL MODELS; PROBLEM SOLVING; REQUIREMENTS ENGINEERING; STATISTICAL MECHANICS;

EID: 38149009811     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74695-9_82     Document Type: Conference Paper
Times cited : (18)

References (12)
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    • Seattle
    • Cardoso, J.-F.: Multidimensional independent component analysis. In: Proc. ICASSP'98, Seattle (1998)
    • (1998) Proc. ICASSP'98
    • Cardoso, J.-F.1
  • 2
    • 0034222304 scopus 로고    scopus 로고
    • Emergence of phase and shift invariant features by decomposition of natural images into independent feature subspaces
    • Hyvärinen, A., Hoyer, P.: Emergence of phase and shift invariant features by decomposition of natural images into independent feature subspaces. Neural Computation 12(7), 1705-1720 (2000)
    • (2000) Neural Computation , vol.12 , Issue.7 , pp. 1705-1720
    • Hyvärinen, A.1    Hoyer, P.2
  • 3
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • Hinton, G.E., Salakhutdinov, R.R.: Reducing the dimensionality of data with neural networks. Science 313(5786), 504-507 (2006)
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 5
    • 22044434800 scopus 로고    scopus 로고
    • Estimation of non-normalized statistical models using score matching
    • Hyvärinen, A.: Estimation of non-normalized statistical models using score matching. Journal of Machine Learning Research 6, 695-709 (2005)
    • (2005) Journal of Machine Learning Research , vol.6 , pp. 695-709
    • Hyvärinen, A.1
  • 6
    • 33644900506 scopus 로고    scopus 로고
    • Topographic product models applied to natural scene statistics
    • Osindero, S., Welling, M., Hinton, G.E.: Topographic product models applied to natural scene statistics. Neural Computation 18 (2006)
    • (2006) Neural Computation , vol.18
    • Osindero, S.1    Welling, M.2    Hinton, G.E.3
  • 7
    • 13244255412 scopus 로고    scopus 로고
    • A hierarchical bayesian model for learning non-linear statistical regularities in non-stationary natural signals
    • Karklin, Y., Lewicki, M.S.: A hierarchical bayesian model for learning non-linear statistical regularities in non-stationary natural signals. Neural Computation 17(2), 397-423 (2005)
    • (2005) Neural Computation , vol.17 , Issue.2 , pp. 397-423
    • Karklin, Y.1    Lewicki, M.S.2
  • 9
    • 17544384568 scopus 로고    scopus 로고
    • Bubbles: A unifying framework for low-level statistical properties of natural image sequences
    • Hyvärinen, A., Hurri, J., Väyrynen, J.: Bubbles: a unifying framework for low-level statistical properties of natural image sequences. Journal of the Optical Society of America A 20(7), 1237-1252 (2003)
    • (2003) Journal of the Optical Society of America A , vol.20 , Issue.7 , pp. 1237-1252
    • Hyvärinen, A.1    Hurri, J.2    Väyrynen, J.3
  • 10
    • 0013344078 scopus 로고    scopus 로고
    • Training products of experts by minimizing contrastive divergence
    • Geoffrey, E.: Training products of experts by minimizing contrastive divergence. Neural Comput. 14(8), 1771-1800 (2002)
    • (2002) Neural Comput , vol.14 , Issue.8 , pp. 1771-1800
    • Geoffrey, E.1
  • 11
  • 12
    • 38149101357 scopus 로고    scopus 로고
    • Connections between score matching, contrastive divergence, and pseudolikelihood for continuous-valued variables
    • in press
    • Hyvärinen, A.: Connections between score matching, contrastive divergence, and pseudolikelihood for continuous-valued variables. IEEE Transactions on Neural Networks (in press)
    • IEEE Transactions on Neural Networks
    • Hyvärinen, A.1


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