Local computations with probabilities on graphical structures and their application to expert systems

This work exploits a range of local representations for the joint probability distribution, combined with topological changes to the original network termed 'marrying' and 'filling-in', which allows efficient algorithms for transfer between representations, providing rapid absorption and propagation of evidence.