Node assignment problem in Bayesian networks
Joanna Polanska, Damian Borys, Andrzej Polanski (2006)
International Journal of Applied Mathematics and Computer Science
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This paper deals with the problem of searching for the best assignments of random variables to nodes in a Bayesian network (BN) with a given topology. Likelihood functions for the studied BNs are formulated, methods for their maximization are described and, finally, the results of a study concerning the reliability of revealing BNs' roles are reported. The results of BN node assignments can be applied to problems of the analysis of gene expression profiles.