Adnan Darwiche's UCLA course: Learning and Reasoning with Bayesian Networks.
Discusses the relationship between network parameters and queries. Explores how one can bound changes to queries in terms of changes to parameters; how one can change parameters to ensure some constraints on the results of queries; and how one can measure change to parameters so as to provide guarantees on the network robustness.
