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Volumn , Issue , 2005, Pages 627-634

Hyperparameter and kernel learning for graph based semi-supervised classification

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATE INFERENCE; BAYESIAN CLASSIFIER; BAYESIAN FRAMEWORKS; EXPECTATION PROPAGATION; GRAPH LAPLACIAN; GRAPH-BASED; HYPER-PARAMETER; HYPERPARAMETERS; INFERENCE PROBLEM; KERNEL LEARNING; KERNEL MATRICES; LABELED DATA; NOISE MODELS; POSTERIOR MEANS; REAL DATA SETS; SEMI-SUPERVISED CLASSIFICATION;

EID: 84864039857     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (53)

References (9)
  • 2
    • 21844457597 scopus 로고    scopus 로고
    • The EM-EP algorithm for Gaussian process classification
    • Kim, H. & Ghahramani, Z. (2004) The EM-EP algorithm for Gaussian process classification. ECML.
    • (2004) ECML
    • Kim, H.1    Ghahramani, Z.2
  • 3
    • 0345978970 scopus 로고    scopus 로고
    • Expectation propagation for approximate Bayesian inference
    • Minka, T. P. (2001) Expectation propagation for approximate Bayesian inference. UAI.
    • (2001) UAI
    • Minka, T.P.1
  • 4
    • 0039814276 scopus 로고    scopus 로고
    • Mean field methods for classification with Gaussian processes
    • Opper, M. & Winther, O. (1999) Mean field methods for classification with Gaussian processes. NIPS.
    • (1999) NIPS
    • Opper, M.1    Winther, O.2
  • 5
    • 14344259597 scopus 로고    scopus 로고
    • Kernels and regularization on graphs
    • Smola, A. & Kondor, R. (2003) Kernels and regularization on graphs. COLT.
    • (2003) COLT
    • Smola, A.1    Kondor, R.2
  • 6
    • 84899006908 scopus 로고    scopus 로고
    • Learning with local and global consistency
    • Zhou et al. (2004) Learning with local and global consistency. NIPS.
    • (2004) NIPS
    • Zhou1
  • 7
    • 1942484430 scopus 로고    scopus 로고
    • Semi-supervised learning using Gaussian fields and harmonic functions
    • Zhu, X., Ghahramani, Z. & Lafferty, J. (2003) Semi-supervised learning using Gaussian fields and harmonic functions. ICML.
    • (2003) ICML
    • Zhu, X.1    Ghahramani, Z.2    Lafferty, J.3
  • 8
    • 31844439885 scopus 로고    scopus 로고
    • Nonparametric transforms of graph kernels for semi-supervised learning
    • Zhu, X., Kandola, J., Ghahramani, Z. & Lafferty, J. (2004) Nonparametric transforms of graph kernels for semi-supervised learning. NIPS.
    • (2004) NIPS
    • Zhu, X.1    Kandola, J.2    Ghahramani, Z.3    Lafferty, J.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.