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Volumn 28, Issue 4, 1998, Pages 377-393

Deterministic approximation of marginal probabilities in Bayes nets

Author keywords

Anytime algorithms; Approximate belief updating; Approximating marginal probabilities; Bayesian belief networks; Decision making systems; Probabilistic reasoning

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; COMPUTATIONAL COMPLEXITY; DECISION MAKING; HEURISTIC METHODS; INTEGER PROGRAMMING; LEARNING SYSTEMS; LINEAR PROGRAMMING; PROBABILITY;

EID: 0032122651     PISSN: 10834427     EISSN: None     Source Type: Journal    
DOI: 10.1109/3468.686701     Document Type: Article
Times cited : (11)

References (45)
  • 3
    • 0002321290 scopus 로고
    • A parallel integer linear programming algorithm
    • R. L. Boehning, R. M. Butler, and B. E. Gillett, "A parallel integer linear programming algorithm," Eur. J. Oper. Res., vol. 34, pp. 393-398, 1988.
    • (1988) Eur. J. Oper. Res. , vol.34 , pp. 393-398
    • Boehning, R.L.1    Butler, R.M.2    Gillett, B.E.3
  • 4
    • 0038902672 scopus 로고
    • A stratified simulation scheme for inference in Bayesian belief networks
    • July
    • R. R. Bouckaert, "A stratified simulation scheme for inference in Bayesian belief networks," in Uncertainty Artificial Intelligence, Proc. 10th Conf., July 1994, pp. 110-117.
    • (1994) Uncertainty Artificial Intelligence, Proc. 10th Conf. , pp. 110-117
    • Bouckaert, R.R.1
  • 7
    • 85158098799 scopus 로고
    • A new admissible heuristic for minimal-cost proofs
    • E. Charniak and S. Husain, "A new admissible heuristic for minimal-cost proofs," in Proc. AAAI Conf., 1991, pp. 446-451.
    • (1991) Proc. AAAI Conf. , pp. 446-451
    • Charniak, E.1    Husain, S.2
  • 8
    • 0028408874 scopus 로고
    • Cost-based abduction and MAP explanation
    • E. Charniak and S. E. Shimony, "Cost-based abduction and MAP explanation," Artif. Intell. J., vol. 66, no. 2, pp. 345-374, 1994.
    • (1994) Artif. Intell. J. , vol.66 , Issue.2 , pp. 345-374
    • Charniak, E.1    Shimony, S.E.2
  • 9
    • 0025401005 scopus 로고
    • The computational complexity of probabilistic inference using Bayesian belief networks
    • G. F. Cooper, "The computational complexity of probabilistic inference using Bayesian belief networks," Artif. Intell. J, vol. 42, nos. 2/3, pp. 393-405, 1990.
    • (1990) Artif. Intell. J , vol.42 , Issue.2-3 , pp. 393-405
    • Cooper, G.F.1
  • 12
    • 0027560587 scopus 로고
    • Approximating probabilistic inference in Bayesian belief networks is NP-hard
    • P. Dagum and M. Luby, "Approximating probabilistic inference in Bayesian belief networks is NP-hard," Artif. Intell., vol. 60, no. 1, pp. 141-153, 1993.
    • (1993) Artif. Intell. , vol.60 , Issue.1 , pp. 141-153
    • Dagum, P.1    Luby, M.2
  • 14
    • 84990553353 scopus 로고
    • A model for reasoning about persistence and causation
    • T. Dean and K. Kanazawa, "A model for reasoning about persistence and causation," Comput. Intell., vol. 5, no. 3, pp. 142-150, 1991.
    • (1991) Comput. Intell. , vol.5 , Issue.3 , pp. 142-150
    • Dean, T.1    Kanazawa, K.2
  • 15
    • 0040087031 scopus 로고
    • Tech. Rep. R-181, Cognitive Syst. Lab., Dept. Comput. Sci., Univ. Calif., Los Angeles, July
    • F. J. Diez, "Local conditioning in Bayesian networks," Tech. Rep. R-181, Cognitive Syst. Lab., Dept. Comput. Sci., Univ. Calif., Los Angeles, July 1992.
    • (1992) Local Conditioning in Bayesian Networks
    • Diez, F.J.1
  • 16
  • 18
    • 0021518209 scopus 로고
    • Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images
    • S. Geeman and D. Geeman, "Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images," IEEE Trans. Pattern Anal. Machine Intell., vol. 6, pp. 721-741, 1984.
    • (1984) IEEE Trans. Pattern Anal. Machine Intell. , vol.6 , pp. 721-741
    • Geeman, S.1    Geeman, D.2
  • 21
    • 85012775611 scopus 로고
    • Propagating uncertainty in Bayesian networks by probabilistic logic sampling
    • M. Henrion, "Propagating uncertainty in Bayesian networks by probabilistic logic sampling," in Proc. Uncertainty Artificial Intelligence, 1988, pp. 149-163.
    • (1988) Proc. Uncertainty Artificial Intelligence , pp. 149-163
    • Henrion, M.1
  • 23
    • 84987047423 scopus 로고
    • An algebra of Bayesian belief universes for knowledge-based systems
    • F. V. Jensen, K. G. Olsen, and S. K. Andersen, "An algebra of Bayesian belief universes for knowledge-based systems," Networks, vol. 20, pp. 637-660, 1990.
    • (1990) Networks , vol.20 , pp. 637-660
    • Jensen, F.V.1    Olsen, K.G.2    Andersen, S.K.3
  • 25
    • 0038902662 scopus 로고
    • Reduction of computational complexity in Bayesian networks through removal of weak dependencies
    • July
    • U. Kjaerulff, "Reduction of computational complexity in Bayesian networks through removal of weak dependencies," in Uncertainty Artificial Intelligence, Proc. 10th Conf., July 1994, pp. 374-382.
    • (1994) Uncertainty Artificial Intelligence, Proc. 10th Conf. , pp. 374-382
    • Kjaerulff, U.1
  • 26
    • 0001006209 scopus 로고
    • Local computations with probabilities on graphical structures and their applications to expert systems
    • S. L. Lauritzen and D. J. Speigelhalter, "Local computations with probabilities on graphical structures and their applications to expert systems," J. R. Stat. Soc., vol. 50, pp. 157-224, 1988.
    • (1988) J. R. Stat. Soc. , vol.50 , pp. 157-224
    • Lauritzen, S.L.1    Speigelhalter, D.J.2
  • 27
    • 0038902665 scopus 로고
    • An efficient approach to probabilistic inference in belief nets
    • May
    • Z. Li and B. D'Ambrosio, "An efficient approach to probabilistic inference in belief nets," in Proc. Annu. Can. AI Conf., May 1992.
    • (1992) Proc. Annu. Can. AI Conf.
    • Li, Z.1    D'Ambrosio, B.2
  • 28
    • 0001522385 scopus 로고
    • Approximate inclusion-exclusion
    • N. Linial and N. Nisan, "Approximate inclusion-exclusion," Combinatorica, vol. 10, pp. 349-365, 1990.
    • (1990) Combinatorica , vol.10 , pp. 349-365
    • Linial, N.1    Nisan, N.2
  • 29
    • 0041538243 scopus 로고    scopus 로고
    • Algorithms for parsimonious complete sets in directed graphs
    • A. A. Melkman and S. E. Shimony, "Algorithms for parsimonious complete sets in directed graphs," Inf. Process. Lett., vol. 59, pp. 335-339, 1996.
    • (1996) Inf. Process. Lett. , vol.59 , pp. 335-339
    • Melkman, A.A.1    Shimony, S.E.2
  • 33
    • 0003434464 scopus 로고
    • The formation of composite hypotheses in diagnostic problem solving: An exercise in synthetic reasoning
    • H. Pople, "The formation of composite hypotheses in diagnostic problem solving: An exercise in synthetic reasoning," in Proc. IJCAI 5, 1977, pp. 1030-1037.
    • (1977) Proc. IJCAI 5 , pp. 1030-1037
    • Pople, H.1
  • 34
    • 0006214312 scopus 로고
    • GALGO: A genetic algorithm decision support tool for complex uncertain systems modeled with Bayesian belief networks
    • C. Rojas-Guzman and M. A. Kramer, "GALGO: A genetic algorithm decision support tool for complex uncertain systems modeled with Bayesian belief networks," in Uncertainty Artificial Intelligence, Proc. 9th Conf., 1993.
    • (1993) Uncertainty Artificial Intelligence, Proc. 9th Conf.
    • Rojas-Guzman, C.1    Kramer, M.A.2
  • 35
    • 0040087026 scopus 로고
    • Cost-based abduction, linear constraint satisfaction, and alternative explanations
    • E. Santos, Jr., "Cost-based abduction, linear constraint satisfaction, and alternative explanations," in Proc. AAAI Workshop on Abduction, 1991.
    • (1991) Proc. AAAI Workshop on Abduction
    • Santos Jr., E.1
  • 36
    • 0001957719 scopus 로고
    • On the generation of alternative explanations with implications for belief revision
    • _, "On the generation of alternative explanations with implications for belief revision," in Proc. 7th Conf. Uncertainty Artificial Intelligence, 1991, pp. 339-347.
    • (1991) Proc. 7th Conf. Uncertainty Artificial Intelligence , pp. 339-347
  • 37
    • 33748163332 scopus 로고
    • A linear constraint satisfaction approach to cost-based abduction
    • _, "A linear constraint satisfaction approach to cost-based abduction," Artif. Intell. J., vol. 65, no. 1, pp. 1-27, 1994.
    • (1994) Artif. Intell. J. , vol.65 , Issue.1 , pp. 1-27
  • 39
    • 0022818911 scopus 로고
    • Evaluating influence diagrams
    • R. D. Shachter, "Evaluating influence diagrams," Oper. Res., vol. 34, no. 6, pp. 871-882, 1986.
    • (1986) Oper. Res. , vol.34 , Issue.6 , pp. 871-882
    • Shachter, R.D.1
  • 41
    • 43949170056 scopus 로고
    • The role of relevance in explanation I: Irrelevance as statistical independence
    • June
    • _, "The role of relevance in explanation I: Irrelevance as statistical independence," Int. J. Approx. Reas., vol. 8, pp. 281-324, June 1993.
    • (1993) Int. J. Approx. Reas. , vol.8 , pp. 281-324
  • 42
    • 0028483915 scopus 로고
    • Finding MAP's for belief networks is NP-hard
    • Aug.
    • _, "Finding MAP's for belief networks is NP-hard," Artif. Intell. J., vol. 68, pp. 399-410, Aug. 1994.
    • (1994) Artif. Intell. J. , vol.68 , pp. 399-410
  • 43
    • 0342895946 scopus 로고
    • The role of relevance in explanation II: Disjunctive assignments and approximate independence
    • July
    • _, "The role of relevance in explanation II: Disjunctive assignments and approximate independence," Int. J. Approx. Reas., vol. 13, no. 1, pp. 27-60, July 1995.
    • (1995) Int. J. Approx. Reas. , vol.13 , Issue.1 , pp. 27-60
  • 44
    • 0006451265 scopus 로고    scopus 로고
    • Exploiting case-based independence for approximating marginal probabilities
    • Jan.
    • S. E. Shimony and E. Santos, Jr., "Exploiting case-based independence for approximating marginal probabilities," Int. J. Approx. Reas., vol. 14, no. 1, pp. 25-54, Jan. 1996.
    • (1996) Int. J. Approx. Reas. , vol.14 , Issue.1 , pp. 25-54
    • Shimony, S.E.1    Santos Jr., E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.