The paper deals with updating of beliefs in networks. First,
it is shown that any exact propagation scheme must contain a
triangulation of the network, and therefore essentially is a message
passing scheme over a junction tree. In the second part of
the paper we give a simple algorithm for constructing an optimal
junction tree from a triangulated network.