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In particular, we consider distributed versions of loop cutset conditioning and forward sampling.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 identify a small set of fundamental choices which logically implies a MSBN or some equivalent representations.

bayesian updating in causal probabilistic networks by local computations-83bayesian updating in causal probabilistic networks by local computations-78bayesian updating in causal probabilistic networks by local computations-42bayesian updating in causal probabilistic networks by local computations-84

Multiply sectioned Bayesian networks (MSBNs) provide a coherent framework for probabilistic reasoning in cooperative multi-agent distributed interpretation systems (CMADISs).

OLESEN Computer Science Deparment, Aalborg University, Selma Lagerlo¨fs Vej 300, DK-9220 Aalborg, Denmark [email protected] Received 18 March 2010 Revised 23 December 2010 When a Bayesian network (BN) is modified, for example adding or deleting a node, or changing the probability distributions, we usually will need a total recompilation of the model, despite feeling that a partial (re)compilation could have been enough.

Especially when considering dynamic models, in which variables are added and removed very frequently, these recompilations are quite resource consuming.

This article describes the elements of an influence diagram, and shows several familiar decision problems represented as decision trees and as influence diagrams.

The authors also contrast the information highlighted in each graphic representation, demonstrate how to calculate the expected utilities of decision alternatives modeled with an influence diagram, provide an overview of the conceptual basis of the solution algorithms that have been developed for influence diagrams, discuss the strengths and limitations of influence diagrams relative to decision trees, and describe the mathematical operations that are used to evaluate both decision trees and influence diagrams.

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