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Volumn 16, Issue , 2015, Pages 2147-2205

Constraint-based causal discovery from multiple interventions over overlapping variable sets

Author keywords

Causal Discovery; Causality; Graphical Models; Latent Variables; Maximal Ancestral Graphs; Randomized Experiments; Semi Markov Causal Models

Indexed keywords

PROTEINS;

EID: 84962317458     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (145)

References (51)
  • 6
    • 0037715339 scopus 로고    scopus 로고
    • A statistical problem for inference to regulatory structure from associations of gene expression measurements with microarrays
    • T Chu, C Glymour, R Scheines, and P Spirtes. A statistical problem for inference to regulatory structure from associations of gene expression measurements with microarrays. Bioinformatics, 19(9):1147-1152, 2003.
    • (2003) Bioinformatics , vol.19 , Issue.9 , pp. 1147-1152
    • Chu, T.1    Glymour, C.2    Scheines, R.3    Spirtes, P.4
  • 10
    • 84867677322 scopus 로고    scopus 로고
    • Learning high-dimensional directed acyclic graphs with latent and selection variables
    • D Colombo, MH Maathuis, M Kalisch, and TS Richardson. Learning high-dimensional directed acyclic graphs with latent and selection variables. The Annals of Statistics, 40 (1):294-321, 2012.
    • (2012) The Annals of Statistics , vol.40 , Issue.1 , pp. 294-321
    • Colombo, D.1    Maathuis, M.H.2    Kalisch, M.3    Richardson, T.S.4
  • 14
    • 46649113945 scopus 로고    scopus 로고
    • Interventions and causal inference
    • F Eberhardt and R Scheines. Interventions and causal inference. Philosophy ofScience, 74 (5):981-995, 2007.
    • (2007) Philosophy OfScience , vol.74 , Issue.5 , pp. 981-995
    • Eberhardt, F.1    Scheines, R.2
  • 20
    • 0034140167 scopus 로고    scopus 로고
    • Heavy-tailed phenomena in satisfiability and constraint satisfaction problems
    • CP Gomes, B Selman, N Crato, and H Kautz. Heavy-tailed phenomena in satisfiability and constraint satisfaction problems. Journal ofAutomated Reasoning, 24(1-2):67-100, 2000.
    • (2000) Journal OfAutomated Reasoning , vol.24 , Issue.1-2 , pp. 67-100
    • Gomes, C.P.1    Selman, B.2    Crato, N.3    Kautz, H.4
  • 21
    • 84869152656 scopus 로고    scopus 로고
    • Characterization and greedy learning of interventional Markov equivalence classes of directed acyclic graphs
    • A Hauser and P Btihlmann. Characterization and greedy learning of interventional Markov equivalence classes of directed acyclic graphs. Journal of Machine Learning Research, 13 (1):2409-2464, 2012.
    • (2012) Journal of Machine Learning Research , vol.13 , Issue.1 , pp. 2409-2464
    • Hauser, A.1    Btihlmann, P.2
  • 26
    • 84897719509 scopus 로고    scopus 로고
    • Improved exact solver for the weighted max-SAT problem
    • A Kuegel. Improved exact solver for the weighted max-SAT problem. In Workshop Pragmatics ofSAT, 2010.
    • (2010) Workshop Pragmatics OfSAT
    • Kuegel, A.1
  • 31
    • 0038107398 scopus 로고    scopus 로고
    • Markov properties for acyclic directed mixed graphs
    • TS Richardson. Markov properties for acyclic directed mixed graphs. Scandinavian Journal of Statistics, 30(1):145-157, 2003.
    • (2003) Scandinavian Journal of Statistics , vol.30 , Issue.1 , pp. 145-157
    • Richardson, T.S.1
  • 34
    • 17644427718 scopus 로고    scopus 로고
    • Causal protein-signaling networks derived from multiparameter single-cell data
    • K Sachs, O Perez, D Pe'er, DA Lauffenburger, and GP Nolan. Causal protein-signaling networks derived from multiparameter single-cell data. Science, 308(5721):523-529, 2005.
    • (2005) Science , vol.308 , Issue.5721 , pp. 523-529
    • Sachs, K.1    Perez, O.2    Pe'Er, D.3    Lauffenburger, D.A.4    Nolan, G.P.5
  • 36
    • 0035630521 scopus 로고    scopus 로고
    • Calibration of p-values for testing precise null hypotheses
    • T Sellke, MJ Bayarri, and JO Berger. Calibration of p-values for testing precise null hypotheses. The American Statistician, 55(1):62-71, 2001.
    • (2001) The American Statistician , vol.55 , Issue.1 , pp. 62-71
    • Sellke, T.1    Bayarri, M.J.2    Berger, J.O.3
  • 38
    • 79551587720 scopus 로고    scopus 로고
    • Cytoscape 2.8: New features for data integration and network visualization
    • ME Smoot, K Ono, J Ruscheinski, PL Wang, and T Ideker. Cytoscape 2.8: new features for data integration and network visualization. Bioinformatics, 27(3):431-432, 2011.
    • (2011) Bioinformatics , vol.27 , Issue.3 , pp. 431-432
    • Smoot, M.E.1    Ono, K.2    Ruscheinski, J.3    Wang, P.L.4    Ideker, T.5
  • 50
    • 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
  • 51
    • 48849090548 scopus 로고    scopus 로고
    • Causal reasoning with ancestral graphs
    • J Zhang. Causal reasoning with ancestral graphs. Journal ofMachine Learning Research, 9(1):1437-1474, 2008b.
    • (2008) Journal OfMachine Learning Research , vol.9 , Issue.1 , pp. 1437-1474
    • Zhang, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.