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Volumn , Issue , 2010, Pages 1373-1377

Information-theoretic bounds on model selection for Gaussian Markov random fields

Author keywords

[No Author keywords available]

Indexed keywords

FROBENIUS NORM; GAUSSIAN MARKOV RANDOM FIELD; GAUSSIANS; GRAPH SIZES; GRAPH STRUCTURES; GRAPHICAL MODEL; HIGH-DIMENSIONAL; INFORMATION THEORETIC BOUNDS; INVERSE COVARIANCE; MARKOV RANDOM FIELDS; MATRIX; MODEL SELECTION; NODE DEGREE; OBSERVED SAMPLES; POLYNOMIAL-TIME ALGORITHMS; SAMPLE SIZES; SUFFICIENT CONDITIONS; THEORETIC LIMITATIONS; UNDERLYING GRAPHS;

EID: 77955688227     PISSN: 21578103     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISIT.2010.5513573     Document Type: Conference Paper
Times cited : (95)

References (13)
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    • (1967) Annals of Probability , vol.4 , Issue.1 , pp. 457-483
    • Marcenko, V.A.1    Pastur, L.A.2
  • 3
    • 33947115409 scopus 로고    scopus 로고
    • Model selection and estimation in the Gaussian graphical model
    • M. Yuan and Y. Lin, "Model selection and estimation in the Gaussian graphical model," Biometrika, vol. 94, no. 1, pp. 19-35, 2007.
    • (2007) Biometrika , vol.94 , Issue.1 , pp. 19-35
    • Yuan, M.1    Lin, Y.2
  • 4
    • 45849134070 scopus 로고    scopus 로고
    • Sparse inverse covariance estimation with the graphical lasso
    • J. Friedman, T. Hastie, and R. Tibshirani, "Sparse inverse covariance estimation with the graphical lasso," Biostatistics, vol. 9, no. 3, pp. 432-441, 2007.
    • (2007) Biostatistics , vol.9 , Issue.3 , pp. 432-441
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 8
    • 84869159784 scopus 로고    scopus 로고
    • Information-theoretic limits of selecting binary graphical models in high dimensions
    • Toronto, Canada, July
    • N. Santhanam and M. J. Wainwright, "Information-theoretic limits of selecting binary graphical models in high dimensions," in International Symposium on Information Theory (ISIT), Toronto, Canada, July 2008.
    • (2008) International Symposium on Information Theory (ISIT)
    • Santhanam, N.1    Wainwright, M.J.2
  • 9
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    • Reconstruction of Markov random fields from samples: Some easy observations and algorithms
    • UC Berkeley
    • G. Bresler, E. Mossel, and A. Sly, "Reconstruction of markov random fields from samples: Some easy observations and algorithms," UC Berkeley, Tech. Rep. arXiv, 2008.
    • (2008) Tech. Rep. ArXiv
    • Bresler, G.1    Mossel, E.2    Sly, A.3
  • 13
    • 0033233737 scopus 로고    scopus 로고
    • Information-theoretic determination of minimax rates of convergence
    • Y Yang and A. Barron, "Information-theoretic determination of minimax rates of convergence," Annals of Statistics, vol. 27, no. 5, pp. 1564-1599, 1999.
    • (1999) Annals of Statistics , vol.27 , Issue.5 , pp. 1564-1599
    • Yang, Y.1    Barron, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.