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Volumn , Issue , 2009, Pages 1331-1338

Semi-supervised learning with the graph laplacian: The limit of infinite unlabelled data

Author keywords

[No Author keywords available]

Indexed keywords

LAPLACE TRANSFORMS; SUPERVISED LEARNING;

EID: 84863352053     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (95)

References (15)
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    • Using manifold structure for partially labelled classification
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    • Belkin, M.1    Niyogi, P.2
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    • Convergence of laplacian eigenmaps
    • M. Belkin and P. Niyogi, Convergence of Laplacian Eigenmaps, NIPS 19, 2007.
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    • Belkin, M.1    Niyogi, P.2
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    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • M. Belkin, P. Niyogi and S. Sindhwani, Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples, JMLR, 7:2399-2434, 2006.
    • (2006) JMLR , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, S.3
  • 6
    • 34547969350 scopus 로고    scopus 로고
    • Label propagation and quadratic criterion
    • Chapelle, Scholkopf and Zien, editors, MIT Press
    • Y. Bengio, O. Delalleau, N. Le Roux, label propagation and quadratic criterion, in Semi-Supervised Learning, Chapelle, Scholkopf and Zien, editors, MIT Press, 2006.
    • (2006) Semi-supervised Learning
    • Bengio, Y.1    Delalleau, O.2    Le Roux, N.3
  • 7
    • 84898942071 scopus 로고    scopus 로고
    • Measure based regularization
    • O. Bosquet, O. Chapelle, M. Hein, Measure Based Regularization, NIPS, vol. 16, 2004.
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    • Bosquet, O.1    Chapelle, O.2    Hein, M.3
  • 8
    • 85161974431 scopus 로고    scopus 로고
    • Uniform convergence of adaptive graph-based regularization
    • M. Hein, Uniform convergence of adaptive graph-based regularization, COLT, 2006.
    • (2006) COLT
    • Hein, M.1
  • 9
    • 85161990843 scopus 로고    scopus 로고
    • Statistical analysis of semi-supervised regression
    • J. Lafferty, L. Wasserman, Statistical Analysis of Semi-Supervised Regression, NIPS, vol. 20, 2008.
    • (2008) NIPS , vol.20
    • Lafferty, J.1    Wasserman, L.2
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    • 0012287167 scopus 로고    scopus 로고
    • A random walks view of spectral segmentation
    • M. Meila, J. Shi. A random walks view of spectral segmentation, AI and Statistics, 2001.
    • (2001) AI and Statistics
    • Meila, M.1    Shi, J.2
  • 12
    • 33847747801 scopus 로고    scopus 로고
    • Diffusion maps, spectral clustering and eigenfunctions of fokker-planck operators
    • B. Nadler, S. Lafon, I.G. Kevrekidis, R.R. Coifman, Diffusion maps, spectral clustering and eigenfunctions of Fokker-Planck operators, NIPS, vol. 18, 2006.
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    • Nadler, B.1    Lafon, S.2    Kevrekidis, I.G.3    Coifman, R.R.4
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    • Semi-supervised learning using Gaussian fields and harmonic functions
    • X. Zhu, Z. Ghahramani, J. Lafferty, Semi-Supervised Learning using Gaussian fields and harmonic functions, ICML, 2003.
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    • Zhu, X.1    Ghahramani, Z.2    Lafferty, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.