메뉴 건너뛰기




Volumn 94, Issue 10, 2009, Pages 1499-1509

Inference in hybrid Bayesian networks

Author keywords

Bayesian networks; Hybrid models; Inference; Reliability

Indexed keywords

BAYESIAN NETWORKS (BNS); COMPLEX SYSTEMS; CONTINUOUS VARIABLES; FAULT-TREE; HUMAN RELIABILITY; HYBRID BAYESIAN NETWORKS; HYBRID DOMAIN; HYBRID MODELS; INFERENCE; MODELLING FRAMEWORK; RELIABILITY BLOCK DIAGRAMS; RELIABILITY TECHNIQUES; STATISTICAL MODELS;

EID: 67649422327     PISSN: 09518320     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ress.2009.02.027     Document Type: Article
Times cited : (90)

References (56)
  • 5
    • 84948981656 scopus 로고    scopus 로고
    • Bayesian networks for reliability analysis of complex systems
    • Proceedings of the 6th Ibero-American conference on AI IBERAMIA, 1484. Berlin, Germany: Springer;
    • Torres-Toledano JG, Sucar LE. Bayesian networks for reliability analysis of complex systems. In: Proceedings of the 6th Ibero-American conference on AI (IBERAMIA 98), Lecture notes in artificial intelligence, vol. 1484. Berlin, Germany: Springer; 1998. p. 195-206.
    • (1998) Lecture notes in artificial intelligence , vol.98 , pp. 195-206
    • Torres-Toledano, J.G.1    Sucar, L.E.2
  • 6
    • 52949090642 scopus 로고    scopus 로고
    • A methodology for reliable system design
    • Proceedings of the 4th international conference on industrial and engineering applications of artificial intelligence and expert systems, Berlin, Germany: Springer;
    • Solano-Soto J, Sucar LE. A methodology for reliable system design. In: Proceedings of the 4th international conference on industrial and engineering applications of artificial intelligence and expert systems, Lecture notes in artificial intelligence, vol. 2070. Berlin, Germany: Springer; 2001. p. 734-45.
    • (2001) Lecture notes in artificial intelligence , vol.2070 , pp. 734-745
    • Solano-Soto, J.1    Sucar, L.E.2
  • 7
    • 0004611825 scopus 로고    scopus 로고
    • Bayesian networks for dependability analysis: An application to digital control reliability
    • San Francisco, CA: Morgan Kaufmann Publishers;
    • Portinale L, Bobbio A. Bayesian networks for dependability analysis: an application to digital control reliability. In: Proceedings of the 15th conference on uncertainty in artificial intelligence. San Francisco, CA: Morgan Kaufmann Publishers; 1999. p. 551-58.
    • (1999) Proceedings of the 15th conference on uncertainty in artificial intelligence , pp. 551-558
    • Portinale, L.1    Bobbio, A.2
  • 9
    • 1042268304 scopus 로고    scopus 로고
    • Reliability analysis using Bayesian networks
    • Tchangani A.P. Reliability analysis using Bayesian networks. Studies in Informatics and Control 10 3 (2001) 181-188
    • (2001) Studies in Informatics and Control , vol.10 , Issue.3 , pp. 181-188
    • Tchangani, A.P.1
  • 10
    • 33847268390 scopus 로고    scopus 로고
    • Dynamic Bayesian networks for modeling advanced fault tree features in dependability analysis
    • The Netherlands: A.A. Balkema, Leiden;
    • Montani S, Portinale L, Bobbio A. Dynamic Bayesian networks for modeling advanced fault tree features in dependability analysis. In: Proceedings of the 16th European conference on safety and reliability. The Netherlands: A.A. Balkema, Leiden; 2005. p. 1415-22.
    • (2005) Proceedings of the 16th European conference on safety and reliability , pp. 1415-1422
    • Montani, S.1    Portinale, L.2    Bobbio, A.3
  • 12
    • 0013324266 scopus 로고    scopus 로고
    • Using influence diagrams
    • Clarotti CA, Lindley DV, editors, Enrico Fermi International School of Physics, North-Holland: Elsevier Science Publishers B.V, 1988, p
    • Barlow RE. Using influence diagrams. In: Clarotti CA, Lindley DV, editors. Accelerated life testing and experts' opinions in reliability, vol. 102. Enrico Fermi International School of Physics, North-Holland: Elsevier Science Publishers B.V.; 1988, p. 145-157.
    • Accelerated life testing and experts' opinions in reliability , vol.102 , pp. 145-157
    • Barlow, R.E.1
  • 13
    • 67649440072 scopus 로고
    • Statistical Sciences Inc
    • An extended example for testing GRAPHICAL-BELIEF. Technical Report 6, Seattle, WA;
    • Almond RG. An extended example for testing GRAPHICAL-BELIEF. Technical Report 6, Statistical Sciences Inc., Seattle, WA; 1992.
    • (1992)
    • Almond, R.G.1
  • 14
    • 0025519827 scopus 로고
    • Bayesian reliability analysis of complex series/parallel systems of binomial subsystems and components
    • Martz H.F., and Waller R.A. Bayesian reliability analysis of complex series/parallel systems of binomial subsystems and components. Technometrics 32 4 (1990) 407-416
    • (1990) Technometrics , vol.32 , Issue.4 , pp. 407-416
    • Martz, H.F.1    Waller, R.A.2
  • 16
    • 0002251094 scopus 로고    scopus 로고
    • Bucket elimination: a unifying framework for probabilistic inference
    • Horvitz E., and Jennsen F.V. (Eds), Morgan Kaufmann Publishers, San Francisco, CA
    • Dechter R. Bucket elimination: a unifying framework for probabilistic inference. In: Horvitz E., and Jennsen F.V. (Eds). Proceedings of the 12th conference on uncertainty in artificial intelligence (1996), Morgan Kaufmann Publishers, San Francisco, CA 211-219
    • (1996) Proceedings of the 12th conference on uncertainty in artificial intelligence , pp. 211-219
    • Dechter, R.1
  • 17
    • 0028466297 scopus 로고
    • Efficient inference in Bayes networks as a combinatorial optimization problem
    • Li Z., and D'Ambrosio B. Efficient inference in Bayes networks as a combinatorial optimization problem. International Journal of Approximate Reasoning 11 (1994) 55-81
    • (1994) International Journal of Approximate Reasoning , vol.11 , pp. 55-81
    • Li, Z.1    D'Ambrosio, B.2
  • 19
    • 85012737234 scopus 로고
    • Axioms for probability and belief function propagation
    • Shachter R., Levitt T., Lemmer J., and Kanal L. (Eds), North-Holland, Amsterdam
    • Shenoy P.P., and Shafer G.R. Axioms for probability and belief function propagation. In: Shachter R., Levitt T., Lemmer J., and Kanal L. (Eds). Proceedings of the 6th workshop on uncertainty in artificial intelligence (1990), North-Holland, Amsterdam 169-198
    • (1990) Proceedings of the 6th workshop on uncertainty in artificial intelligence , pp. 169-198
    • Shenoy, P.P.1    Shafer, G.R.2
  • 20
    • 0000388994 scopus 로고
    • A concept of positive dependence for exchangeable random variables
    • Shaked M. A concept of positive dependence for exchangeable random variables. The Annals of Statistics 5 (1977) 505-515
    • (1977) The Annals of Statistics , vol.5 , pp. 505-515
    • Shaked, M.1
  • 21
    • 0022726527 scopus 로고
    • Multivariate distributions for the lifelengths of components of a system sharing a common environment
    • Lindley D.V., and Singpurwalla N.D. Multivariate distributions for the lifelengths of components of a system sharing a common environment. Journal of Applied Probability 23 (1986) 418-431
    • (1986) Journal of Applied Probability , vol.23 , pp. 418-431
    • Lindley, D.V.1    Singpurwalla, N.D.2
  • 22
    • 0011041425 scopus 로고
    • On the reliability function for a system of components sharing a common environment
    • Currit P.A., and Singpurwalla N.D. On the reliability function for a system of components sharing a common environment. Journal of Applied Probability 26 (1988) 763-771
    • (1988) Journal of Applied Probability , vol.26 , pp. 763-771
    • Currit, P.A.1    Singpurwalla, N.D.2
  • 23
    • 34547914903 scopus 로고    scopus 로고
    • Inference in Bayesian networks using dynamic discretisation
    • Neil M., Tailor M., and Marquez D. Inference in Bayesian networks using dynamic discretisation. Statistics and Computing 17 3 (2007) 219-233
    • (2007) Statistics and Computing , vol.17 , Issue.3 , pp. 219-233
    • Neil, M.1    Tailor, M.2    Marquez, D.3
  • 24
    • 67649448250 scopus 로고    scopus 로고
    • Swain AD, Guttman HE. Handbook of human reliability analysis with emphasis on nuclear power plant applications. NUREG/CR 1278. Washington, D.C.: Nuclear Regulatory Commission; 1983.
    • Swain AD, Guttman HE. Handbook of human reliability analysis with emphasis on nuclear power plant applications. NUREG/CR 1278. Washington, D.C.: Nuclear Regulatory Commission; 1983.
  • 28
    • 0001156075 scopus 로고    scopus 로고
    • Discretizing continuous attributes while learning Bayesian networks
    • San Francisco, CA: Morgan Kaufmann Publishers;
    • Friedman N, Goldszmidt M. Discretizing continuous attributes while learning Bayesian networks. In: Proceedings of the 13th international conference on machine learning. San Francisco, CA: Morgan Kaufmann Publishers; 1996, p. 157-65.
    • (1996) Proceedings of the 13th international conference on machine learning , pp. 157-165
    • Friedman, N.1    Goldszmidt, M.2
  • 30
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • San Mateo, CA: Morgan Kaufmann Publishers;
    • Fayyad UM, Irani KB. Multi-interval discretization of continuous-valued attributes for classification learning. In: Proceedings of the 13th international joint conference on artificial intelligence, San Mateo, CA: Morgan Kaufmann Publishers; 1993. p. 1022-27.
    • (1993) Proceedings of the 13th international joint conference on artificial intelligence , pp. 1022-1027
    • Fayyad, U.M.1    Irani, K.B.2
  • 33
    • 67649454062 scopus 로고    scopus 로고
    • Approximating probability density functions with mixtures of truncated exponentials
    • Cobb B., Shenoy P.P., and Rumí R. Approximating probability density functions with mixtures of truncated exponentials. Statistics and Computing 16 (2006) 193-308
    • (2006) Statistics and Computing , vol.16 , pp. 193-308
    • Cobb, B.1    Shenoy, P.P.2    Rumí, R.3
  • 35
    • 34249951826 scopus 로고    scopus 로고
    • Approximate probability propagation with mixtures of truncated exponentials
    • Rumí R., and Salmerón A. Approximate probability propagation with mixtures of truncated exponentials. International Journal of Approximate Reasoning 45 2 (2007) 191-210
    • (2007) International Journal of Approximate Reasoning , vol.45 , Issue.2 , pp. 191-210
    • Rumí, R.1    Salmerón, A.2
  • 37
    • 8344276113 scopus 로고    scopus 로고
    • Elvira: An environment for creating and using probabilistic graphical models
    • Elvira Consortium, Gámez J, Salmerón A, editors
    • Elvira Consortium, Elvira: an environment for creating and using probabilistic graphical models. In: Gámez J, Salmerón A, editors. Proceedings of the 1st European workshop on probabilistic graphical models, 2002. p. 222-30.
    • (2002) Proceedings of the 1st European workshop on probabilistic graphical models , pp. 222-230
  • 40
    • 0042685161 scopus 로고    scopus 로고
    • Bayesian parameter estimation via variational methods
    • Jaakkola T., and Jordan M.I. Bayesian parameter estimation via variational methods. Statistics and Computing 10 (1999) 25-37
    • (1999) Statistics and Computing , vol.10 , pp. 25-37
    • Jaakkola, T.1    Jordan, M.I.2
  • 41
    • 84899007505 scopus 로고    scopus 로고
    • Probabilistic visualisation of high-dimensional binary data
    • Kearns M.S., Solla S.A., and Cohn D.A. (Eds), The MIT Press
    • Tipping M.E. Probabilistic visualisation of high-dimensional binary data. In: Kearns M.S., Solla S.A., and Cohn D.A. (Eds). Advances in neural information processing systems vol. 11 (1999), The MIT Press 592-598
    • (1999) Advances in neural information processing systems , vol.11 , pp. 592-598
    • Tipping, M.E.1
  • 43
    • 0002425879 scopus 로고    scopus 로고
    • A variational approximation for Bayesian networks with discrete and continuous latent variables
    • Laskey KB, Prade H, editors, San Francisco, CA
    • Murphy KP. A variational approximation for Bayesian networks with discrete and continuous latent variables. In: Laskey KB, Prade H, editors. Proceedings of the 15th conference on uncertainty in artificial intelligence, San Francisco, CA, 1999. p. 467-75.
    • (1999) Proceedings of the 15th conference on uncertainty in artificial intelligence , pp. 467-475
    • Murphy, K.P.1
  • 45
    • 84898991735 scopus 로고    scopus 로고
    • Vibes: a variational inference engine for bayesian networks
    • Becker S.T.S., and Obermayer K. (Eds), MIT Press, Cambridge, MA
    • Bishop C.M., Spiegelhalter D., and Winn J. Vibes: a variational inference engine for bayesian networks. In: Becker S.T.S., and Obermayer K. (Eds). Advances in neural information processing systems vol. 15 (2003), MIT Press, Cambridge, MA 777-784
    • (2003) Advances in neural information processing systems , vol.15 , pp. 777-784
    • Bishop, C.M.1    Spiegelhalter, D.2    Winn, J.3
  • 47
    • 84972492387 scopus 로고
    • Inference from iterative simulation using multiple sequences
    • Gelman A., and Rubin B.B. Inference from iterative simulation using multiple sequences. Statistical Science 7 (1992) 457-472
    • (1992) Statistical Science , vol.7 , pp. 457-472
    • Gelman, A.1    Rubin, B.B.2
  • 49
    • 67649431796 scopus 로고    scopus 로고
    • Raftery AE, Lewis SM. Markov chain Monte Carlo in practice. London: Chapmann & Hall; 1996. p. 115-30 [Ch. Implementing MCMC].
    • Raftery AE, Lewis SM. Markov chain Monte Carlo in practice. London: Chapmann & Hall; 1996. p. 115-30 [Ch. Implementing MCMC].
  • 50
    • 0001178202 scopus 로고
    • A language and program for complex Bayesian modelling
    • Gilks W., Thomas A., and Spiegelhalter D.J. A language and program for complex Bayesian modelling. The Statistician 43 (1994) 169-178
    • (1994) The Statistician , vol.43 , pp. 169-178
    • Gilks, W.1    Thomas, A.2    Spiegelhalter, D.J.3
  • 52
    • 84950442428 scopus 로고
    • Propagation of probabilities, means and variances in mixed graphical association models
    • Lauritzen S.L. Propagation of probabilities, means and variances in mixed graphical association models. Journal of the American Statistical Association 87 420 (1992) 1098-1108
    • (1992) Journal of the American Statistical Association , vol.87 , Issue.420 , pp. 1098-1108
    • Lauritzen, S.L.1
  • 53
    • 52949108461 scopus 로고    scopus 로고
    • Belief update in CLG Bayesian networks with lazy propagation
    • Madsen A.L. Belief update in CLG Bayesian networks with lazy propagation. International Journal of Approximate Reasoning 49 (2008) 503-521
    • (2008) International Journal of Approximate Reasoning , vol.49 , pp. 503-521
    • Madsen, A.L.1
  • 56
    • 0042883436 scopus 로고    scopus 로고
    • Efficient approximations for the marginal likelihood of Bayesian networks with hidden variables
    • San Francisco, CA: Morgan Kaufmann Publishers;
    • Chickering DM, Heckerman DE. Efficient approximations for the marginal likelihood of Bayesian networks with hidden variables. In: Proceedings of the 12th conference on uncertainty in artificial intelligence. San Francisco, CA: Morgan Kaufmann Publishers; 1996. p. 158-68.
    • (1996) Proceedings of the 12th conference on uncertainty in artificial intelligence , pp. 158-168
    • Chickering, D.M.1    Heckerman, D.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.