Question

Compute joint probability from given bayesian network

Answer 1

generally there is a very efficient algorithm called belief propagation, which gives exact result when the structure of the Bayesian network is a singly connected tree (there is only a single path between any two vertical Ina the undirected version of the graph). you can make use of that algorithm for any exact inference in the case.