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Volumn 34, Issue 6, 2012, Pages 1227-1233

Ensemble manifold regularization

Author keywords

Ensemble manifold regularization; Manifold learning; Semi supervised learning

Indexed keywords

CONVERGENCE PROPERTIES; CROSS VALIDATION; ENSEMBLE MANIFOLD REGULARIZATION; GRID SEARCH; HYPERPARAMETERS; INITIAL GUESS; MANIFOLD LEARNING; OPTIMIZATION FUNCTION; OVERFITTING; SCALE-UP; SEMI-SUPERVISED; SEMI-SUPERVISED LEARNING; SUBOPTIMALITY; SYNTHETIC AND REAL DATA;

EID: 84860241968     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2012.57     Document Type: Article
Times cited : (207)

References (31)
  • 1
    • 84860257161 scopus 로고    scopus 로고
    • http://datam.i2r.a-star.edu.sg/data sets/krbd/, 2012.
    • (2012)
  • 2
    • 84860237674 scopus 로고    scopus 로고
    • http://manifold.cs.uchicago.edu/manifold-regularization/manifold.html, 2012.
    • (2012)
  • 3
    • 84860257166 scopus 로고    scopus 로고
    • http://www.ics.uci.edu/mlearn/, 2012.
    • (2012)
  • 6
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • DOI 10.1162/089976603321780317
    • M. Belkin and P. Niyogi, "Laplacian Eigenmaps for Dimensionality Reduction and Data Representation," Neural Computation, vol. 15, pp. 1373-1396, 2003. (Pubitemid 37049796)
    • (2003) Neural Computation , vol.15 , Issue.6 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 7
    • 33750729556 scopus 로고    scopus 로고
    • Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
    • M. Belkin, P. Niyogi, and V. Sindhwani, "Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples," J. Machine Learning Research, vol. 7, pp. 2399-2434, 2006. (Pubitemid 44708005)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 2399-2434
    • Belkin, M.1    Niyogi, P.2    Sindhwani, V.3
  • 12
    • 84860257163 scopus 로고    scopus 로고
    • Semi-Supervised Learning, O. Chapelle B. Schölkopf and A. Zien, eds. MIT Press, 2006
    • Semi-Supervised Learning, O. Chapelle B. Schölkopf and A. Zien, eds. MIT Press, 2006.
  • 13
    • 41549144249 scopus 로고    scopus 로고
    • Optimization techniques for semi-supervised support vector machines
    • O. Chapelle, V. Sindhwani, and S.S. Keerthi, "Optimization Techniques for Semi-Supervised Support Vector Machines," J. Machine Learning Research, vol. 9, pp. 203-233, 2008. (Pubitemid 351469022)
    • (2008) Journal of Machine Learning Research , vol.9 , pp. 203-233
    • Chapelle, O.1    Sindhwani, V.2    Keerthi, S.S.3
  • 15
    • 0001219859 scopus 로고
    • Regularization theory and neural networks architectures
    • F. Girosi, M. Jones, and T. Poggio, "Regularization Theory and Neural Networks Architectures," Neural Computation, vol. 7, pp. 219-269, 1995.
    • (1995) Neural Computation , vol.7 , pp. 219-269
    • Girosi, F.1    Jones, M.2    Poggio, T.3
  • 17
    • 0001938951 scopus 로고    scopus 로고
    • Transductive inference for text classification using support vector machines
    • T. Joachims, "Transductive Inference for Text Classification Using Support Vector Machines," Proc. 16th Int'l Conf. Machine Learning, 1999.
    • (1999) Proc. 16th Int'l Conf. Machine Learning
    • Joachims, T.1
  • 20
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • R. Kohavi, "A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection," Proc. 14th Int'l Joint Conf. Artificial Intelligence, pp. 1137-1145, 1995.
    • (1995) Proc. 14th Int'l Joint Conf. Artificial Intelligence , pp. 1137-1145
    • Kohavi, R.1
  • 21
    • 0033886806 scopus 로고    scopus 로고
    • Text classification from labeled and unlabeled documents using EM
    • K. Nigam, A.K. McCallum, S. Thrun, and T. Mitchell, "Text Classification from Labeled and Unlabeled Documents Using Em," Machine Learning, vol. 39, nos. 2/3, pp. 103-134, 2000. (Pubitemid 30594822)
    • (2000) Machine Learning , vol.39 , Issue.2 , pp. 103-134
    • Nigam, K.1    Mccallum, A.K.2    Thrun, S.3    Mitchell, T.4
  • 23
    • 33947236748 scopus 로고    scopus 로고
    • Rapid biologically-inspired scene classification using features shared with visual attention
    • DOI 10.1109/TPAMI.2007.40
    • C. Siagian and L. Itti, "Rapid Biologically-Inspired Scene Classification Using Features Shared with Visual Attention," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 2, pp. 300-312, Feb. 2007. (Pubitemid 46420889)
    • (2007) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.29 , Issue.2 , pp. 300-312
    • Siagian, C.1    Itti, L.2
  • 27
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • S. Tong and D. Koller, "Support Vector Machine Active Learning with Applications to Text Classification," J. Machine Learning Research, vol. 2, pp. 999-1006, 2000.
    • (2000) J. Machine Learning Research , vol.2 , pp. 999-1006
    • Tong, S.1    Koller, D.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.