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The methods are extensions of message passing in junction trees for inference in single-agent Bayesian networks (BNs).

We consider extending other inference methods in single-agent BNs to multi-agent inference in MSBNs.

bayesian updating in causal probabilistic networks by local computations-13bayesian updating in causal probabilistic networks by local computations-7bayesian updating in causal probabilistic networks by local computations-28

They are compared with the LJF method in terms of off-line compilation , inter-agent messages during communication, consistent local inference, and preservation of agent privacy.We do not develop a new architecture for BNs inference, but taking some already existing framework JT-based for probability propagation such as Hugin or Shenoy and Shafer, we have designed a method that can be successfully applied to get better performance, as the experimental evaluation will show. This paper presents non-random algorithms for approximate computation in Bayesian networks.The main point we intend to study in this work is JT-based inference in Bayesian networks.Apart from undertaking the triangulation problem itself, we have achieved a great improvement for the compilation in BNs.




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