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Volumn , Issue , 2011, Pages 135-144

A logical characterization of constraint-based causal discovery

Author keywords

[No Author keywords available]

Indexed keywords

BASIC BUILDING BLOCK; CAUSAL RELATIONS; CONSTRAINT-BASED; INVARIANT FEATURES; LOGICAL CHARACTERIZATION; LOGICAL INFERENCE; LOGICAL STATEMENTS; SOUND AND COMPLETE;

EID: 80053159201     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (27)

References (20)
  • 2
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    • D. Chickering. Optimal structure identification with greedy search. Journal of Machine Learning Research, 3(3):507-554, 2002.
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    • Chickering, D.1
  • 3
    • 85161990539 scopus 로고    scopus 로고
    • Causal discovery in multiple models from different experiments
    • T. Claassen and T. Heskes. Causal discovery in multiple models from different experiments. In NIPS-23, pages 415-423. 2010.
    • (2010) NIPS-23 , pp. 415-423
    • Claassen, T.1    Heskes, T.2
  • 5
    • 21944436304 scopus 로고    scopus 로고
    • A simple constraint-based algorithm for efficiently mining observational databases for causal relationships
    • G. Cooper. A simple constraint-based algorithm for efficiently mining observational databases for causal relationships. Data Min. Knowl. Discov, 1(2):203-224, 1997.
    • (1997) Data Min. Knowl. Discov , vol.1 , Issue.2 , pp. 203-224
    • Cooper, G.1
  • 9
    • 85162054206 scopus 로고    scopus 로고
    • Probabilistic latent variable models for distinguishing between cause and effect
    • J. M. Mooij, O. Stegle, D. Janzing, K. Zhang, and B. Schölkopf. Probabilistic latent variable models for distinguishing between cause and effect. In NIPS-23, pages 1687-1695, 2010.
    • (2010) NIPS-23 , pp. 1687-1695
    • Mooij, J.M.1    Stegle, O.2    Janzing, D.3    Zhang, K.4    Schölkopf, B.5
  • 12
    • 0036392228 scopus 로고    scopus 로고
    • Ancestral graph Markov models
    • DOI 10.1214/aos/1031689015
    • T. Richardson and P. Spirtes. Ancestral graph Markov models. Ann. Stat., 30(4):962-1030, 2002. (Pubitemid 37095336)
    • (2002) Annals of Statistics , vol.30 , Issue.4 , pp. 962-1030
    • Richardson, T.1    Spirtes, P.2
  • 15
    • 0042112503 scopus 로고    scopus 로고
    • An algorithm for causal inference in the presence of latent variables and selection bias
    • P. Spirtes, C. Meek, and T. Richardson. An algorithm for causal inference in the presence of latent variables and selection bias. In Computation, Causation, and Discovery, pages 211-252. 1999.
    • (1999) Computation, Causation, and Discovery , pp. 211-252
    • Spirtes, P.1    Meek, C.2    Richardson, T.3
  • 18
    • 52949097616 scopus 로고    scopus 로고
    • On the completeness of orientation rules for causal discovery in the presence of latent confounders and selection bias
    • J. Zhang. On the completeness of orientation rules for causal discovery in the presence of latent confounders and selection bias. Artificial Intelligence, 172(16-17):1873 - 1896, 2008a.
    • (2008) Artificial Intelligence , vol.172 , Issue.16-17 , pp. 1873-1896
    • Zhang, J.1
  • 19
    • 48849090548 scopus 로고    scopus 로고
    • Causal reasoning with ancestral graphs
    • J. Zhang. Causal reasoning with ancestral graphs.Journal of Machine Learning Research, 9:1437-1474, 2008b.
    • (2008) Journal of Machine Learning Research , vol.9 , pp. 1437-1474
    • Zhang, J.1
  • 20
    • 44349095903 scopus 로고    scopus 로고
    • Detection of unfaithfulness and robust causal inference
    • J. Zhang and P. Spirtes. Detection of unfaithfulness and robust causal inference. Minds and Machines, 2(18):239-271, 2008.
    • (2008) Minds and Machines , vol.2 , Issue.18 , pp. 239-271
    • Zhang, J.1    Spirtes, P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.