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Volumn 17, Issue 1, 1997, Pages 37-76

Increased Robustness of Bayesian Networks Through Probability Intervals

Author keywords

Bayesian network; Efficient bounds propagation; Logical inference; Precise probabilistic conclusion; Probability interval; Robust decision analysis; Sensitivity analysis

Indexed keywords

CHAOS THEORY; DECISION THEORY; INFERENCE ENGINES; MATHEMATICAL MODELS; PROBABILISTIC LOGICS; PROBABILITY; SENSITIVITY ANALYSIS;

EID: 0031192588     PISSN: 0888613X     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0888-613X(96)00138-7     Document Type: Article
Times cited : (7)

References (28)
  • 4
    • 0008526838 scopus 로고
    • NESTOR: A computer-based medical diagnostic that integrates causal and probabilistic knowledge
    • Stanford Univ.
    • Cooper, G. F., NESTOR: A computer-based medical diagnostic that integrates causal and probabilistic knowledge, Report HPP-84-48, Stanford Univ., 1984.
    • (1984) Report HPP-84-48
    • Cooper, G.F.1
  • 5
    • 85012579920 scopus 로고
    • Interval influence diagrams
    • (M. Henrion et al. Eds.), Elsevier North Holland
    • Fertig, K. W., and Breese, J. S., Interval influence diagrams, in Uncertainty in Artificial Intelligence 5 (M. Henrion et al. Eds.), Elsevier North Holland, 149-171, 1990.
    • (1990) Uncertainty in Artificial Intelligence , vol.5 , pp. 149-171
    • Fertig, K.W.1    Breese, J.S.2
  • 7
    • 0043028376 scopus 로고
    • Should we use probability in uncertain inference systems
    • Amherst, Mass.
    • Henrion, M., Should we use probability in uncertain inference systems, Proceedings of the Cognitive Science Society Meeting, Amherst, Mass., 320-330, 1986.
    • (1986) Proceedings of the Cognitive Science Society Meeting , pp. 320-330
    • Henrion, M.1
  • 11
    • 0029260851 scopus 로고
    • Fixpoint iteration with subsumption in deductive databases, Special issue on Advances in Deductive Object-Oriented Databases
    • Köstler, G., Kießling, W., Thöne, H., Güntzer, U., Fixpoint iteration with subsumption in deductive databases, Special issue on Advances in Deductive Object-Oriented Databases, J. Intelligent Inform. Systems 4, 123-148, 1995.
    • (1995) J. Intelligent Inform. Systems , vol.4 , pp. 123-148
    • Köstler, G.1    Kießling, W.2    Thöne, H.3    Güntzer, U.4
  • 13
    • 85012632613 scopus 로고
    • Epistemological relevance and statistical knowledge
    • (R. D. Shachter, T. S. Levitt, L. N. Kanal, and J. F. Lemmer, Eds.), Elsevier North Holland
    • Kyburg, H. E., Jr., Epistemological relevance and statistical knowledge, in Uncertainty in Artificial Intelligence 4 (R. D. Shachter, T. S. Levitt, L. N. Kanal, and J. F. Lemmer, Eds.), Elsevier North Holland, 159-168, 1990.
    • (1990) Uncertainty in Artificial Intelligence , vol.4 , pp. 159-168
    • Kyburg H.E., Jr.1
  • 14
    • 0041525471 scopus 로고
    • Sensitivity analysis for probability assessments in Bayesian networks
    • Morgan Kauffman
    • Laskey, K. B. Sensitivity analysis for probability assessments in Bayesian networks, 9th Conference on Uncertainty in Artificial Intelligence, Morgan Kauffman, 136-142, 1993.
    • (1993) 9th Conference on Uncertainty in Artificial Intelligence , pp. 136-142
    • Laskey, K.B.1
  • 15
    • 0001006209 scopus 로고
    • Local computation with probabilities on graphical structures and their application to expert systems
    • Lauritzen, S. L., and Spiegelhalter, D. J., Local computation with probabilities on graphical structures and their application to expert systems, J. Roy. Statist. Soc. Ser. B 50(2), 157-224, 1988.
    • (1988) J. Roy. Statist. Soc. Ser. B , vol.50 , Issue.2 , pp. 157-224
    • Lauritzen, S.L.1    Spiegelhalter, D.J.2
  • 17
    • 0001999056 scopus 로고
    • Understanding Bayesian networks
    • Morawski, P., Understanding Bayesian networks, AI Expert, 44-48, 1989.
    • (1989) AI Expert , pp. 44-48
    • Morawski, P.1
  • 19
    • 0042527355 scopus 로고
    • Probabilistic semantics for nonmonotonic reasoning
    • (R. Cummins and J. Pollock, Eds.), MIT Press
    • Pearl, J., Probabilistic semantics for nonmonotonic reasoning, in Philosophy and AI (R. Cummins and J. Pollock, Eds.), MIT Press, 157-187, 1991.
    • (1991) Philosophy and AI , pp. 157-187
    • Pearl, J.1
  • 20
    • 0020798546 scopus 로고
    • INFERNO: A cautious approach to uncertain inference
    • Quinlan, J. R., INFERNO: A cautious approach to uncertain inference, Comput. J. 26, 255-269, 1983.
    • (1983) Comput. J. , vol.26 , pp. 255-269
    • Quinlan, J.R.1
  • 22
    • 0022825721 scopus 로고
    • Probabilistic reasoning in predictive expert systems
    • (L. N. Kanal and J. F. Lemmer, Eds.), Elsevier Science
    • Spiegelhalter, D. J., Probabilistic reasoning in predictive expert systems, in Uncertainty in Artificial Intelligence (L. N. Kanal and J. F. Lemmer, Eds.), Elsevier Science, 47-67, 1986.
    • (1986) Uncertainty in Artificial Intelligence , pp. 47-67
    • Spiegelhalter, D.J.1
  • 23
    • 0042527357 scopus 로고
    • A unified approach to imprecision and sensitivity of beliefs in expert systems
    • (L. N. Kanal, T. S. Levitt, and J. F. Lemmer, Eds.), Elsevier Science
    • Spiegelhalter, A unified approach to imprecision and sensitivity of beliefs in expert systems, in Uncertainty in Artificial Intelligence 3 (L. N. Kanal, T. S. Levitt, and J. F. Lemmer, Eds.), Elsevier Science, 199-208, 1989.
    • (1989) Uncertainty in Artificial Intelligence , vol.3 , pp. 199-208
    • Spiegelhalter1
  • 24
    • 38249008516 scopus 로고
    • Interval probability propagation
    • Tessem, B., Interval probability propagation, Internat. J. Approx. Reason. 7, 95-120, 1992.
    • (1992) Internat. J. Approx. Reason. , vol.7 , pp. 95-120
    • Tessem, B.1
  • 27
    • 21844501005 scopus 로고
    • On cautious probabilistic inference and default detachment
    • Thöne, H., Kießling, W., and Güntzer, U., On cautious probabilistic inference and default detachment, Ann. Oper. Res. 55, 195-224, 1995.
    • (1995) Ann. Oper. Res. , vol.55 , pp. 195-224
    • Thöne, H.1    Kießling, W.2    Güntzer, U.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.