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  Inference with causal independence in the CPSC network (1995) [2 citations — 0 self]

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by Nevin Lianwen Zhang
in: Proceedings of the 11th Conference on Uncertainty in Arti®cial Intelligence
http://www.cs.ust.hk/~lzhang/paper/pspdf/uai95.ps.gz
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Abstract:

This paper reports experiments with the causal independence inference algorithm proposed by Zhang and Poole (1994b) on the CPSC network created by Pradhan et al (1994). It is found that the algorithm is able to answer 420 of the 422 possible zeroobservation queries, 94 of 100 randomly generated five-observation queries, 87 of 100 randomly generated ten-observation queries, and 69 of 100 randomly generated twentyobservation queries. 1

Citations

4388 Probabilistic Reasoning in Intelligent Systems – Pearl - 1988
904 Local computations with probabilities on graphical structures and their applications to expert systems – Lauritzen, Spiegelhalter - 1988
150 Nonserial Dynamic Programming – Bertele, Brioschi - 1972
101 Approximations in Bayesian belief universes for knowledge based systems – Jensen, Andersen - 1990
91 Knowledge engineering for large belief networks – Pradhan, Provan, et al. - 1994
55 A computational model for causal and diagnostic reasoning in inference engines – Kim - 1983
54 A new look at causal independence – Heckerman, Breese - 1994
52 A generalization of the noisy-or model – Srinivas - 1993
49 Simple linear time algorithms to test chordiality of graphs, test acyclicity of graphs, and selectively reduce acyclic hypergraphs – Tarjan, Yannakakis
32 Causal independence for knowledge acqui-sition and inference – Heckerman - 1993
31 A simple approach to Bayesian network computations – Zhang, Poole - 1994
30 d�separation� From theorems to algorithms – Verma�, Pearl - 1989
9 Symbolic probabilistic inference in large BN2O networks – D'Ambrosio - 1994
3 Intercausal independence and heterogeneous factorization – Zhang, Poole - 1994
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