Inference in Bayes Nets

 

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[3]        J. Geweke, Inference and Causality in Economic Time Series Model, in: Z. Griliches, M.D. Intriligator (Eds.), Handbook of Econometircs., Vol. II, Elsevier Science Publishers BV, 1984, pp. 1102-1144.

[4]        T.S. Jaakkola, M.I. Jordan, Variational Probabilistic Inference and the QMR-DT Network, Journal of Artificial Intelligence Research 10 (1999) 291-322.

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[6]        J.H. Kim, J. Pearl, A Computational Model for Causal and Diagnostic Reasoning in Inference Systems,  Proceedings of the 8th International Joint Conference on Artificial Intelligence (IJCAI), 1983, pp. 190-193.

[7]        S.L. Lauritzen, Causal inference from graphical models., in: E. Barndorff-Nielesen, D.R. Cox, C. Kluppelberg (Eds.), Complex stochastic systems, CRC Press, London, 2001.

[8]        Z. Li, B. D'Ambrosio, Efficient inference in Bayes networks as a combinatorial optimization problem, International Journal of Approximate Reasoning 11 (1) (1994) 55-81.

[9]        K. Murphy, Dynamic Bayesian Networks: Representation, Inference and Learning, Computer Science Division, University of California, Berkeley, 2002.

[10]      J. Pearl, Bayesian Networks, Causal Inference and Knowledge Discovery, Technical Report (R-281), UCLA Cognitive Systems Laboratory, 2001.

[11]      J. Pearl, Reverend Bayes on inference engines: a distributed hierarchical approach,  Proceedings of American Association for Artificial Intelligence National Conference on AI, Pittsburgh, Pennsylvania, 1982, pp. 133-136.

 


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