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Volumn 5211 LNAI, Issue PART 1, 2008, Pages 393-407

Online manifold regularization: A new learning setting and empirical study

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATABASE SYSTEMS; INTERNET; LEARNING SYSTEMS; ROBOT LEARNING; STANDARDS; SUPERVISED LEARNING;

EID: 56049127186     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-87479-9_44     Document Type: Conference Paper
Times cited : (61)

References (26)
  • 1
    • 33646415916 scopus 로고    scopus 로고
    • Brefeld, U., Büscher, G., Scheffer, T.: Multiview discriminative sequential learning. In: Gama, J., Camacho, R., Brazdil, P.B., Jorge, A.M., Torgo, L. (eds.) ECML 2005. LNCS (LNAI), 3720, pp. 60-71. Springer, Heidelberg (2005)
    • Brefeld, U., Büscher, G., Scheffer, T.: Multiview discriminative sequential learning. In: Gama, J., Camacho, R., Brazdil, P.B., Jorge, A.M., Torgo, L. (eds.) ECML 2005. LNCS (LNAI), vol. 3720, pp. 60-71. Springer, Heidelberg (2005)
  • 2
    • 1942484421 scopus 로고    scopus 로고
    • Online convex programming and generalized infinitesimal gradient ascent
    • Zinkevich, M.: Online convex programming and generalized infinitesimal gradient ascent. In: ICML 2003 (2003)
    • (2003) ICML 2003
    • Zinkevich, M.1
  • 3
    • 33749252873 scopus 로고    scopus 로고
    • Chapelle, O, Zien, A, Schölkopf, B, eds, MIT Press, Cambridge
    • Chapelle, O., Zien, A., Schölkopf, B. (eds.): Semi-supervised learning. MIT Press, Cambridge (2006)
    • (2006) Semi-supervised learning
  • 4
    • 33745456231 scopus 로고    scopus 로고
    • Semi-supervised learning literature survey
    • Technical Report 1530, Department of Computer Sciences, University of Wisconsin, Madison
    • Zhu, X.: Semi-supervised learning literature survey. Technical Report 1530, Department of Computer Sciences, University of Wisconsin, Madison (2005)
    • (2005)
    • Zhu, X.1
  • 7
    • 33750729556 scopus 로고    scopus 로고
    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • Belkin, M., Niyogi, P., Sindhwani, V.: Manifold regularization: A geometric framework for learning from labeled and unlabeled examples. Journal of Machine Learning Research 7, 2399-2434 (2006)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, V.3
  • 8
    • 31844440904 scopus 로고    scopus 로고
    • Beyond the point cloud: From transductive to semi-supervised learning
    • Sindhwani, V., Niyogi, P., Belkin, M.: Beyond the point cloud: from transductive to semi-supervised learning. In: ICML 2005 (2005)
    • (2005) ICML 2005
    • Sindhwani, V.1    Niyogi, P.2    Belkin, M.3
  • 9
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using Gaussian fields and harmonic functions
    • Zhu, X., Ghahramani, Z., Lafferty, J.: Semi-supervised learning using Gaussian fields and harmonic functions. In: ICML 2003 (2003)
    • (2003) ICML 2003
    • Zhu, X.1    Ghahramani, Z.2    Lafferty, J.3
  • 10
    • 0031620208 scopus 로고    scopus 로고
    • Combining labeled and unlabeled data with co-training
    • Blum, A., Mitchell, T.: Combining labeled and unlabeled data with co-training. In: COLT 1998 (1998)
    • (1998) COLT
    • Blum, A.1    Mitchell, T.2
  • 11
    • 33749243505 scopus 로고    scopus 로고
    • A co-regularized approach to semi-supervised learning with multiple views
    • Sindhwani, V., Niyogi, P., Belkin, M.: A co-regularized approach to semi-supervised learning with multiple views. In: ICML 2005 (2005)
    • (2005) ICML 2005
    • Sindhwani, V.1    Niyogi, P.2    Belkin, M.3
  • 13
    • 1942483137 scopus 로고    scopus 로고
    • Transductive inference for text classification using support vector machines
    • Joachims, T.: Transductive inference for text classification using support vector machines. In: ICML 1999 (1999)
    • (1999) ICML 1999
    • Joachims, T.1
  • 14
    • 84864069202 scopus 로고    scopus 로고
    • Branch and bound for semi-supervised support vector machines
    • Chapelle, O., Sindhwani, V., Keerthi, S.S.: Branch and bound for semi-supervised support vector machines. In: NIPS 2006 (2006)
    • (2006) NIPS 2006
    • Chapelle, O.1    Sindhwani, V.2    Keerthi, S.S.3
  • 18
    • 0036643065 scopus 로고    scopus 로고
    • Kernel matching pursuit
    • Vincent, P., Bengio, Y.: Kernel matching pursuit. Machine Learning 48(1-3), 165-187 (2002)
    • (2002) Machine Learning , vol.48 , Issue.1-3 , pp. 165-187
    • Vincent, P.1    Bengio, Y.2
  • 19
    • 84864063405 scopus 로고    scopus 로고
    • The forgetron: A kernel-based perceptron on a fixed budget
    • Dekel, O., Shalev-Shwartz, S., Singer, Y.: The forgetron: A kernel-based perceptron on a fixed budget. In: NIPS 2005 (2005)
    • (2005) NIPS 2005
    • Dekel, O.1    Shalev-Shwartz, S.2    Singer, Y.3
  • 20
    • 57349148852 scopus 로고    scopus 로고
    • Random projections for manifold learning
    • Hegde, C., Wakin, M., Baraniuk, R.: Random projections for manifold learning. In: NIPS 2007 (2007)
    • (2007) NIPS 2007
    • Hegde, C.1    Wakin, M.2    Baraniuk, R.3
  • 21
    • 85161978528 scopus 로고    scopus 로고
    • Learning the structure of manifolds using random projections
    • Freund, Y., Dasgupta, S., Kabra, M., Verma, N.: Learning the structure of manifolds using random projections. In: NIPS 2007 (2007)
    • (2007) NIPS 2007
    • Freund, Y.1    Dasgupta, S.2    Kabra, M.3    Verma, N.4
  • 22
    • 56049115158 scopus 로고    scopus 로고
    • Random projection trees and low dimensional manifolds
    • Technical Report CS2007-0890, University of California, San Diego
    • Dasgupta, S., Freund, Y.: Random projection trees and low dimensional manifolds. Technical Report CS2007-0890, University of California, San Diego (2007)
    • (2007)
    • Dasgupta, S.1    Freund, Y.2
  • 24
    • 84864041407 scopus 로고    scopus 로고
    • Large-scale sparsified manifold regularization
    • Tsang, I., Kwok, J.: Large-scale sparsified manifold regularization. In: NIPS 2006 (2006)
    • (2006) NIPS 2006
    • Tsang, I.1    Kwok, J.2
  • 25
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • LeCun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. In: Proceedings of the IEEE, vol. 86(11), pp. 2278-2324 (1998)
    • (1998) Proceedings of the IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • LeCun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.