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Volumn 7205 LNAI, Issue , 2012, Pages 1-17

Local characterizations of causal Bayesian networks

Author keywords

[No Author keywords available]

Indexed keywords

CAUSAL BAYESIAN NETWORK; GLOBAL CONDITIONS; NETWORK CONSTRUCTION; SEMANTIC CONTENT; STANDARD DEFINITIONS; SUBGRAPHS; TRUNCATED PRODUCT;

EID: 84862236788     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-29449-5_1     Document Type: Conference Paper
Times cited : (32)

References (20)
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    • Dawid, A.P.1
  • 2
    • 54649084303 scopus 로고    scopus 로고
    • An axiomatic characterization of causal counterfactuals
    • Galles, D., Pearl, J.: An axiomatic characterization of causal counterfactuals. Foundation of Science 3(1), 151-182 (1998)
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    • Galles, D.1    Pearl, J.2
  • 3
    • 84986959240 scopus 로고
    • Identifying independence in Bayesian networks
    • Geiger, D., Verma, T.S., Pearl, J.: Identifying independence in Bayesian networks. Networks 20, 507-534 (1990)
    • (1990) Networks , vol.20 , pp. 507-534
    • Geiger, D.1    Verma, T.S.2    Pearl, J.3
  • 4
    • 0002985910 scopus 로고    scopus 로고
    • Axiomatizing causal reasoning
    • Cooper, G.F., Moral, S. (eds.) Morgan Kaufmann, San Francisco
    • Halpern, J.Y.: Axiomatizing causal reasoning. In: Cooper, G.F., Moral, S. (eds.) Uncertainty in Artificial Intelligence, pp. 202-210. Morgan Kaufmann, San Francisco (1998);
    • (1998) Uncertainty in Artificial Intelligence , pp. 202-210
    • Halpern, J.Y.1
  • 9
    • 0001926461 scopus 로고    scopus 로고
    • Causal inference from graphical models
    • Chapman and Hall/CRC Press
    • Lauritzen, S.L.: Causal inference from graphical models. In: Complex Stochastic Systems, pp. 63-107. Chapman and Hall/CRC Press (1999)
    • (1999) Complex Stochastic Systems , pp. 63-107
    • Lauritzen, S.L.1
  • 10
    • 0036677649 scopus 로고    scopus 로고
    • Seeing and doing: The concept of causation
    • Lindley, D.V.: Seeing and doing: The concept of causation. International Statistical Review 70, 191-214 (2002)
    • (2002) International Statistical Review , vol.70 , pp. 191-214
    • Lindley, D.V.1
  • 13
    • 0003365397 scopus 로고
    • Belief networks revisited
    • Pearl, J.: Belief networks revisited. Artificial Intelligence 59, 49-56 (1993)
    • (1993) Artificial Intelligence , vol.59 , pp. 49-56
    • Pearl, J.1
  • 14
    • 0041450954 scopus 로고
    • A probabilistic calculus of actions
    • Lopez de Mantaras, R., Poole, D. (eds.) Morgan Kaufmann, San Mateo
    • Pearl, J.: A probabilistic calculus of actions. In: Lopez de Mantaras, R., Poole, D. (eds.) Uncertainty in Artificial Intelligence 10, pp. 454-462. Morgan Kaufmann, San Mateo (1994)
    • (1994) Uncertainty in Artificial Intelligence , vol.10 , pp. 454-462
    • Pearl, J.1
  • 17
    • 46149139403 scopus 로고
    • A new approach to causal inference in mortality studies with a sustained exposure period - Applications to control of the healthy workers survivor effect
    • Robins, J.M.: A new approach to causal inference in mortality studies with a sustained exposure period - applications to control of the healthy workers survivor effect. Mathematical Modeling 7, 1393-1512 (1986)
    • (1986) Mathematical Modeling , vol.7 , pp. 1393-1512
    • Robins, J.M.1
  • 19
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    • A new characterization of the experimental implications of causal Bayesian networks
    • AAAI Press/The MIT Press, Menlo Park, CA
    • Tian, J., Pearl, J.: A new characterization of the experimental implications of causal Bayesian networks. In: Proceedings of the Eighteenth National Conference on Artificial Intelligence, pp. 574-579. AAAI Press/The MIT Press, Menlo Park, CA (2002)
    • (2002) Proceedings of the Eighteenth National Conference on Artificial Intelligence , pp. 574-579
    • Tian, J.1    Pearl, J.2


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