메뉴 건너뛰기




Volumn , Issue , 2011, Pages 804-813

Kernel-based conditional independence test and application in causal discovery

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BAYESIAN NETWORKS;

EID: 80053139998     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (366)

References (26)
  • 3
    • 35949000947 scopus 로고    scopus 로고
    • Testing conditional independence for continuous random variables
    • W. P. Bergsma. Testing conditional independence for continuous random variables, 2004. EURANDOM-report 2004-049.
    • (2004) EURANDOM-report 2004-049
    • Bergsma, W.P.1
  • 5
    • 0000762482 scopus 로고
    • Partial association measures and an application to qualitative regression
    • J. J. Daudin. Partial association measures and an application to qualitative regression. Biometrika, 67:581-590, 1980.
    • (1980) Biometrika , vol.67 , pp. 581-590
    • Daudin, J.J.1
  • 7
    • 0038552447 scopus 로고
    • A multivariate central limit theorem for random linear vector forms
    • F. Eicker. A multivariate central limit theorem for random linear vector forms. The Annals of Mathematical Statistics, 37:1825-1828, 1966.
    • (1966) The Annals of Mathematical Statistics , vol.37 , pp. 1825-1828
    • Eicker, F.1
  • 8
    • 4544371135 scopus 로고    scopus 로고
    • Dimensionality reduction for supervised learning with reproducing kernel hilbert spaces
    • K. Fukumizu, F. R. Bach, M. I. Jordan, and C. Williams. Dimensionality reduction for supervised learning with reproducing kernel hilbert spaces. JMLR, 5:2004, 2004.
    • (2004) JMLR , vol.5 , pp. 2004
    • Fukumizu, K.1    Bach, F.R.2    Jordan, M.I.3    Williams, C.4
  • 9
    • 85161986095 scopus 로고    scopus 로고
    • Kernel measures of conditional dependence
    • Cambridge, MA, MIT Press
    • K. Fukumizu, A. Gretton, X. Sun, and B. Schölkopf. Kernel measures of conditional dependence. In NIPS 20, pages 489-496, Cambridge, MA, 2008. MIT Press.
    • (2008) NIPS , vol.20 , pp. 489-496
    • Fukumizu, K.1    Gretton, A.2    Sun, X.3    Schölkopf, B.4
  • 11
    • 80053164096 scopus 로고    scopus 로고
    • A fast, consistent kernel two-sample test
    • Cambridge, MA, MIT Press
    • A. Gretton, K. Fukumizu, Z. Harchaoui, and B. K. Sriperumbudur. A fast, consistent kernel two-sample test. In NIPS 23, pages 673-681, Cambridge, MA, 2009. MIT Press.
    • (2009) NIPS , vol.23 , pp. 673-681
    • Gretton, A.1    Fukumizu, K.2    Harchaoui, Z.3    Sriperumbudur, B.K.4
  • 12
    • 77955144384 scopus 로고    scopus 로고
    • Testing conditional independence using maximal nonlinear conditional correlation
    • T. M. Huang. Testing conditional independence using maximal nonlinear conditional correlation. Ann. Statist., 38: 2047-2091, 2010.
    • (2010) Ann. Statist. , vol.38 , pp. 2047-2091
    • Huang, T.M.1
  • 14
    • 11844277863 scopus 로고
    • On conditional and partial correlation
    • A. J. Lawrance. On conditional and partial correlation. The American Statistician, 30:146-149, 1976.
    • (1976) The American Statistician , vol.30 , pp. 146-149
    • Lawrance, A.J.1
  • 17
    • 29344470807 scopus 로고    scopus 로고
    • Distribution-free learning of bayesian network structure in continuous domains
    • Proceedings of the 20th National Conference on Artificial Intelligence and the 17th Innovative Applications of Artificial Intelligence Conference, AAAI-05/IAAI-05
    • D. Margaritis. Distribution-free learning of bayesian network structure in continuous domains. In Proc. AAAI 2005, pages 825-830, Pittsburgh, PA, 2005. (Pubitemid 43006711)
    • (2005) Proceedings of the National Conference on Artificial Intelligence , vol.2 , pp. 825-830
    • Margaritis, D.1
  • 20
    • 70349817202 scopus 로고    scopus 로고
    • Testing conditional independence via rosenblatt transforms
    • K. Song. Testing conditional independence via rosenblatt transforms. Ann. Statist., 37:4011-4045, 2009.
    • (2009) Ann. Statist. , vol.37 , pp. 4011-4045
    • Song, K.1
  • 22
    • 34848926841 scopus 로고    scopus 로고
    • A consistent characteristic function-based test for conditional independence
    • DOI 10.1016/j.jeconom.2006.11.006, PII S0304407606002375
    • L. Su and H. White. A consistent characteristic functionbased test for conditional independence. Journal of Econometrics, 141:807-834, 2007. (Pubitemid 47503532)
    • (2007) Journal of Econometrics , vol.141 , Issue.2 , pp. 807-834
    • Su, L.1    White, H.2
  • 23
    • 45249091873 scopus 로고    scopus 로고
    • A nonparametric hellinger metric test for conditional independence
    • L. Su and H. White. A nonparametric hellinger metric test for conditional independence. Econometric Theory, 24: 829-864, 2008.
    • (2008) Econometric Theory , vol.24 , pp. 829-864
    • Su, L.1    White, H.2
  • 25
    • 79955877490 scopus 로고    scopus 로고
    • Nonlinear directed acyclic structure learning with weakly additive noise models
    • Vancouver, Canada
    • R. Tillman, A. Gretton, and P. Spirtes. Nonlinear directed acyclic structure learning with weakly additive noise models. In NIPS 22, Vancouver, Canada, 2009.
    • (2009) NIPS , vol.22
    • Tillman, R.1    Gretton, A.2    Spirtes, P.3
  • 26
    • 80053155838 scopus 로고    scopus 로고
    • On the identifiably of the post-nonlinear causal model
    • Montreal, Canada
    • K. Zhang and A. Hyvärinen. On the identifiably of the post-nonlinear causal model. In Proc. UAI 25, Montreal, Canada, 2009.
    • (2009) Proc. UAI , vol.25
    • Zhang, K.1    Hyvärinen, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.