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Volumn 4724 LNAI, Issue , 2007, Pages 5-16

Causal graphical models with latent variables: Learning and inference

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; GRAPH THEORY; MATHEMATICAL MODELS; PROBLEM SOLVING;

EID: 38049107982     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-75256-1_4     Document Type: Conference Paper
Times cited : (6)

References (17)
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    • Tian, J., Pearl, J.: On the identification of causal effects. Technical Report (R-290-L), UCLA C.S. Lab (2002)
    • Tian, J., Pearl, J.: On the identification of causal effects. Technical Report (R-290-L), UCLA C.S. Lab (2002)
  • 3
    • 0011300339 scopus 로고    scopus 로고
    • Ancestral graph markov models
    • Technical Report 375, Dept. of Statistics, University of Washington
    • Richardson, T., Spirtes, P.: Ancestral graph markov models. Technical Report 375, Dept. of Statistics, University of Washington (2002)
    • (2002)
    • Richardson, T.1    Spirtes, P.2
  • 4
    • 38049120159 scopus 로고    scopus 로고
    • On the number of experiments sufficient and in the worst case necessary to identify all causal relations among n variables
    • UAI, pp
    • Eberhardt, F., Glymour, C., Schemes, R.: On the number of experiments sufficient and in the worst case necessary to identify all causal relations among n variables. In: Proc. of the 21st Conference on Uncertainty in Artificial Intelligence (UAI), pp. 178-183 (2005)
    • (2005) Proc. of the 21st Conference on Uncertainty in Artificial Intelligence , pp. 178-183
    • Eberhardt, F.1    Glymour, C.2    Schemes, R.3
  • 5
    • 33745620137 scopus 로고    scopus 로고
    • Learning causal bayesian networks from observations and experiments: A decision theoretic approach
    • Modeling Decisions in Artificial Intelligence
    • Meganck, S., Leray, P., Manderick, B.: Learning causal bayesian networks from observations and experiments: A decision theoretic approach. In: Modeling Decisions in Artificial Intelligence. LNCS, pp. 58-69 (2006)
    • (2006) LNCS , pp. 58-69
    • Meganck, S.1    Leray, P.2    Manderick, B.3
  • 8
    • 84864208008 scopus 로고    scopus 로고
    • Meganck, S., Maes, S., Leray, P., Manderick, B.: Learning semi-markovian causal models using experiments. In: Proceedings of The third European Workshop on Probabilistic Graphical Models, PGM 06 (2006)
    • Meganck, S., Maes, S., Leray, P., Manderick, B.: Learning semi-markovian causal models using experiments. In: Proceedings of The third European Workshop on Probabilistic Graphical Models, PGM 06 (2006)
  • 9
    • 38049132594 scopus 로고    scopus 로고
    • A transformational characterization of markov equivalence for directed acyclic graphs with latent variables
    • UAI, pp
    • Zhang, J., Spirtes, P.: A transformational characterization of markov equivalence for directed acyclic graphs with latent variables. In: Proc. of the 21st Conference on Uncertainty in Artificial Intelligence (UAI), pp. 667-674 (2005)
    • (2005) Proc. of the 21st Conference on Uncertainty in Artificial Intelligence , pp. 667-674
    • Zhang, J.1    Spirtes, P.2
  • 10
  • 11
    • 80053224370 scopus 로고    scopus 로고
    • Orientation rules for constructing markov equivalence classes of maximal ancestral graphs
    • Technical Report 476, Dept. of Statistics, University of Washington
    • Ali, A.R., Richardson, T., Spirtes, P., Zhang, J.: Orientation rules for constructing markov equivalence classes of maximal ancestral graphs. Technical Report 476, Dept. of Statistics, University of Washington (2005)
    • (2005)
    • Ali, A.R.1    Richardson, T.2    Spirtes, P.3    Zhang, J.4
  • 12
    • 0042112503 scopus 로고    scopus 로고
    • An algorithm for causal inference in the presence of latent variables and selection bias
    • AAAI Press, Menlo Park
    • Spirtes, P., Meek, C., Richardson, T.: An algorithm for causal inference in the presence of latent variables and selection bias. In: Computation, Causation, and Discovery, pp. 211-252. AAAI Press, Menlo Park (1999)
    • (1999) Computation, Causation, and Discovery , pp. 211-252
    • Spirtes, P.1    Meek, C.2    Richardson, T.3
  • 13
    • 38049169328 scopus 로고    scopus 로고
    • A characterization of markov equivalence classes for ancestral graphical models
    • Technical Report 168, Dept. of Philosophy, Carnegie-Mellon University
    • Zhang, J., Spirtes, P.: A characterization of markov equivalence classes for ancestral graphical models. Technical Report 168, Dept. of Philosophy, Carnegie-Mellon University (2005)
    • (2005)
    • Zhang, J.1    Spirtes, P.2
  • 16
    • 0001006209 scopus 로고
    • Local computations with probabilities on graphical structures and their application to expert systems
    • Lauritzen, S.L., Spiegelhalter, D.J.: Local computations with probabilities on graphical structures and their application to expert systems. Journal of the Royal Statistical Society, series B 50, 157-244 (1988)
    • (1988) Journal of the Royal Statistical Society, series B , vol.50 , pp. 157-244
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* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.