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Volumn , Issue , 2012, Pages 123-130

Two optimal strategies for active learning of causal models from interventions

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE LEARNING; ACTIVE LEARNING STRATEGIES; CAUSAL MODEL; GREEDY APPROACHES; IDENTIFIABILITY; INTERVENTIONAL; LEARNING GOALS; MARKOV EQUIVALENCES; OBSERVATIONAL DATA; OPTIMAL INTERVENTION; OPTIMAL STRATEGIES; POLYNOMIAL-TIME; SIMULATION STUDIES;

EID: 84874748569     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (32)

References (16)
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    • Chvâtal, V.1
  • 5
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    • Almost optimal intervention sets for causal discovery
    • F. Eberhardt. 2008. Almost optimal intervention sets for causal discovery. In UAI, pp. 161-168.
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    • Eberhardt, F.1
  • 7
    • 57249084023 scopus 로고    scopus 로고
    • Active learning of causal networks with intervention experiments and optimal designs
    • Y.-B. He and Z. Geng. 2008. Active learning of causal networks with intervention experiments and optimal designs. JMLR, 9:2523-2547.
    • (2008) JMLR , vol.9 , pp. 2523-2547
    • He, Y.-B.1    Geng, Z.2
  • 8
    • 33845382806 scopus 로고
    • Nonparametric estimation from incomplete observations
    • E.L. Kaplan and P. Meier. 1958. Nonparametric estimation from incomplete observations. JASA, pp. 457-481.
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    • Kaplan, E.L.1    Meier, P.2
  • 10
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    • Causal diagrams for empirical research
    • J. Pearl. 1995. Causal diagrams for empirical research. Biometrika, 82:669-688.
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    • Pearl, J.1
  • 11
    • 80053168312 scopus 로고    scopus 로고
    • Identifiability of causal graphs using functional models
    • J. Peters, J.M. Mooij, D. Janzing, and B. Schölkopf. 2011. Identifiability of causal graphs using functional models. In UAI, pp. 589-598.
    • (2011) UAI , pp. 589-598
    • Peters, J.1    Mooij, J.M.2    Janzing, D.3    Schölkopf, B.4
  • 12
    • 0001580189 scopus 로고
    • Algorithmic aspects of vertex elimination on graphs
    • D.J. Rose, R.E. Tarjan, and G.S. Lueker. 1976. Algorithmic aspects of vertex elimination on graphs. SI AM Journal on Computing, 5(2):266-283.
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    • Rose, D.J.1    Tarjan, R.E.2    Lueker, G.S.3
  • 15
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    • Active learning for structure in Bayesian networks
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  • 16
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    • On the equivalence of causal models
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* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.