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Volumn 5989 LNAI, Issue , 2010, Pages 17-24

On the relationship between logical Bayesian networks and probabilistic logic programming based on the distribution semantics

Author keywords

Bayesian networks; probabilistic (inductive) logic programming

Indexed keywords

INDEPENDENT CHOICE LOGIC; LOGIC PROGRAMS; LOGICAL BAYESIAN NETWORKS; PROBABILISTIC (INDUCTIVE) LOGIC PROGRAMMING; PROBABILISTIC MODELS; PROBABILISTIC SEMANTICS; PROBABILISTIC-LOGICAL MODELS;

EID: 77955019302     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-13840-9_3     Document Type: Conference Paper
Times cited : (4)

References (14)
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    • Carbonetto, P., Kisynski, J., Chiang, M., Poole, D.: Learning a contingently acyclic, probabilistic relational model of a social network. Technical Report TR-2009-2108, Department of Computer Science, University of British Columbia (2009)
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    • Carbonetto, P.1    Kisynski, J.2    Chiang, M.3    Poole, D.4
  • 3
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    • Probabilistic inductive logic programming
    • De Raedt, L., Frasconi, P., Kersting, K.,Muggleton, S.H. (eds.), Springer, Heidelberg
    • De Raedt, L., Frasconi, P., Kersting, K.,Muggleton, S.H. (eds.) Probabilistic Inductive Logic Programming. LNCS (LNAI), vol.4911, pp. 1-27. Springer, Heidelberg (2008)
    • (2008) LNCS (LNAI) , vol.4911 , pp. 1-27
  • 6
    • 77955033447 scopus 로고    scopus 로고
    • Mapping logical Bayesian networks to probabilistic logic programs with distribution semantics
    • Department of Computer Science Katholieke Universiteit Leuven
    • Fierens, D.: Mapping logical Bayesian networks to probabilistic logic programs with distribution semantics. Technical Report CW 563, Department of Computer Science, Katholieke Universiteit Leuven (2009), http://www.cs.kuleuven. be/publicaties/rapporten/ cw/CW563.abs.html
    • (2009) Technical Report CW 563
    • Fierens, D.1
  • 9
    • 56049106173 scopus 로고    scopus 로고
    • Parameter learning in probabilistic databases: A least squares approach
    • Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. Springer, Heidelberg
    • Gutmann, B., Kimmig, A., Kersting, K., De Raedt, L.: Parameter learning in probabilistic databases: A least squares approach. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part I. LNCS (LNAI), vol.5211, pp. 473-488. Springer, Heidelberg (2008)
    • (2008) LNCS (LNAI) , vol.5211 , pp. 473-488
    • Gutmann, B.1    Kimmig, A.2    Kersting, K.3    De Raedt, L.4
  • 10
    • 58149485308 scopus 로고    scopus 로고
    • Learning ground CP-logic theories by leveraging Bayesian network learning techniques
    • Meert, W., Struyf, J., Blockeel, H.: Learning ground CP-logic theories by leveraging Bayesian network learning techniques. Fundamenta Informaticae 89(1), 131-160 (2008)
    • (2008) Fundamenta Informaticae , vol.89 , Issue.1 , pp. 131-160
    • Meert, W.1    Struyf, J.2    Blockeel, H.3
  • 12
    • 0034230835 scopus 로고    scopus 로고
    • Abducing through negation as failure: Stable models within the independent choice logic
    • Poole, D.: Abducing through negation as failure: Stable models within the independent choice logic. Journal of Logic Programming 44(1-3), 5-35 (2000)
    • (2000) Journal of Logic Programming , vol.44 , Issue.1-3 , pp. 5-35
    • Poole, D.1
  • 13
    • 22944492294 scopus 로고
    • A statistical learning method for logic programs with distribution semantics
    • MIT Press, Cambridge
    • Sato, T.: A statistical learning method for logic programs with distribution semantics. In: Proceedings of the 12th International Conference on Logic Programming, pp. 715-729. MIT Press, Cambridge (1995)
    • (1995) Proceedings of the 12th International Conference on Logic Programming , pp. 715-729
    • Sato, T.1
  • 14
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    • Logic programs with annotated disjunctions
    • Demoen, B., Lifschitz, V. (eds.) ICLP 2004. Springer, Heidelberg
    • Vennekens, J., Verbaeten, S., Bruynooghe, M.: Logic programs with annotated disjunctions. In: Demoen, B., Lifschitz, V. (eds.) ICLP 2004. LNCS, vol.3132, pp. 431-445. Springer, Heidelberg (2004)
    • (2004) LNCS , vol.3132 , pp. 431-445
    • Vennekens, J.1    Verbaeten, S.2    Bruynooghe, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.