Bidyuk P.I., Terentyev O.M. The methodology of constructing and application of Bayesian networks

Specific features of the problem of structure determining and Bayesian networks learning are considered. The method of a network constructing is proposed that is based on analysis of mutual information estimate between nodes as well as minimum description length approach. An algorithm of the method is applied to the known problem of “Asia” that includes 8 nodes. The computing experiments performed proved high effectiveness of the method proposed for constructing and learning the networks.

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