메뉴 건너뛰기




Volumn 23, Issue 7, 2011, Pages 1661-1674

A connection between scorematching and denoising autoencoders

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; COMPUTER SIMULATION; STATISTICAL MODEL;

EID: 79959575293     PISSN: 08997667     EISSN: 1530888X     Source Type: Journal    
DOI: 10.1162/NECO_a_00142     Document Type: Article
Times cited : (1269)

References (22)
  • 1
    • 84864073449 scopus 로고    scopus 로고
    • Greedy layer-wise training of deep networks
    • B. Schölkopf, J. Platt, & T. Hoffman (Eds.), Cambridge,MA: MIT Press
    • Bengio, Y., Lamblin, P., Popovici,D.,&Larochelle,H. (2007).Greedy layer-wise training of deep networks. In B. Schölkopf, J. Platt, & T. Hoffman (Eds.), Advances in neural information processing systems, 19 (pp. 153-160). Cambridge,MA: MIT Press.
    • (2007) Advances in neural information processing systems , vol.19 , pp. 153-160
    • Bengio, Y.1    Lamblin, P.2    Popovici, D.3    Larochelle, H.4
  • 5
    • 0013344078 scopus 로고    scopus 로고
    • Training products of experts by minimizing contrastive divergence
    • Hinton, G. E. (2002). Training products of experts by minimizing contrastive divergence. Neural Computation, 14, 1771-1800.
    • (2002) Neural Computation , vol.14 , pp. 1771-1800
    • Hinton, G.E.1
  • 6
    • 33745805403 scopus 로고    scopus 로고
    • A fast learning algorithm for deep belief nets
    • Hinton, G. E., Osindero, S., & Teh, Y.-W. (2006). A fast learning algorithm for deep belief nets. Neural Computation, 18, 1527-1554.
    • (2006) Neural Computation , vol.18 , pp. 1527-1554
    • Hinton, G.E.1    Osindero, S.2    Teh, Y.-W.3
  • 7
    • 22044434800 scopus 로고    scopus 로고
    • Estimation of non-normalized statistical models using score matching
    • Hyvärinen, A. (2005). Estimation of non-normalized statistical models using score matching. Journal of Machine Learning Research, 6, 695-709.
    • (2005) Journal of Machine Learning Research , vol.6 , pp. 695-709
    • Hyvärinen, A.1
  • 8
    • 34548644434 scopus 로고    scopus 로고
    • Connections between score matching, contrastive divergence, and pseudolikelihood for continuous-valued variables
    • Hyvärinen, A. (2007a). Connections between score matching, contrastive divergence, and pseudolikelihood for continuous-valued variables. IEEE Transactions on Neural Networks, 18, 1529-1531.
    • (2007) IEEE Transactions on Neural Networks , vol.18 , pp. 1529-1531
    • Hyvärinen, A.1
  • 10
    • 57349101724 scopus 로고    scopus 로고
    • Optimal approximation of signal priors
    • Hyvärinen, A. (2008). Optimal approximation of signal priors. Neural Computation, 20(12), 3087-3110.
    • (2008) Neural Computation , vol.20 , Issue.12 , pp. 3087-3110
    • Hyvärinen, A.1
  • 11
    • 85162419825 scopus 로고    scopus 로고
    • Regularized estimation of image statistics by score matching
    • J. Lafferty, C.K.I. Williams, J. Shawe-Taylor, R. Zemel, & A. Culotta (Eds.), Cambridge, MA: MIT Press.
    • Kingma, D., & LeCun, Y. (2010). Regularized estimation of image statistics by score matching. In J. Lafferty, C.K.I. Williams, J. Shawe-Taylor, R. Zemel, & A. Culotta (Eds.), Advances in neural information processing systems, 23 (pp. 1126-1134). Cambridge, MA: MIT Press.
    • (2010) Advances in neural information processing systems , vol.23 , pp. 1126-1134
    • Kingma, D.1    LeCun, Y.2
  • 15
    • 51349123206 scopus 로고    scopus 로고
    • Contrastive divergence in gaussian diffusions
    • Movellan, J. R. (2008). Contrastive divergence in gaussian diffusions. Neural Computation, 20(9), 2238-2252.
    • (2008) Neural Computation , vol.20 , Issue.9 , pp. 2238-2252
    • Movellan, J.R.1
  • 16
    • 0000938157 scopus 로고    scopus 로고
    • Learning continuous attractors in recurrent networks
    • In M. Jordan, M. Kearns, & S. Solla (Eds. ), Cambridge, MA: MIT Press
    • Seung, S. H. (1998). Learning continuous attractors in recurrent networks. In M. Jordan, M. Kearns, & S. Solla (Eds.), Advances in neural information processing systems, 10 (pp. 654-660). Cambridge, MA: MIT Press.
    • (1998) Advances in neural information processing systems , vol.10 , pp. 654-660
    • Seung, S.H.1
  • 20
    • 79551480483 scopus 로고    scopus 로고
    • Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion
    • Vincent, P., Larochelle, H., Lajoie, I., Bengio, Y., & Manzagol, P.-A. (2010). Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion. Journal of Machine Learning Research, 11, 3371-3408.
    • (2010) Journal of Machine Learning Research , vol.11 , pp. 3371-3408
    • Vincent, P.1    Larochelle, H.2    Lajoie, I.3    Bengio, Y.4    Manzagol, P.-A.5
  • 22
    • 84899000641 scopus 로고    scopus 로고
    • Exponential family harmoniums with an application to information retrieval
    • Cambridge, MA: MIT Press, In L. Saul, Y. Weiss, & L. Bottou (Eds.)
    • Welling, M., Rosen-Zvi,M., & Hinton, G. E. (2005). Exponential family harmoniums with an application to information retrieval. In L. Saul, Y. Weiss, & L. Bottou (Eds.), Advances in neural information processing systems, 17 (pp. 1481-1488). Cambridge, MA: MIT Press.
    • (2005) Advances in neural information processing systems , vol.17 , pp. 1481-1488
    • Welling, M.1    Rosen-Zvi, M.2    Hinton, G.E.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.