Algebraic Bayesian networks: consistent fusion of partially intersected knowledge systems

In this paper, approaches to the synthesis of a consistent system of probability estimates of propositional formulas for two different partially overlapping data sets based on the theory of algebraic Bayesian networks are presented in this paper. Areas in which the results of this article can be applied are described. An example of synthesis for a particular algebraic network is given.