On Testing Whether an Embedded Bayesian Network Represents a Probability Model

Dan Geiger, Azaria Paz, Judea Pearl

Testing the validity of probabilistic models containing unmeasured (hidden) variables is shown to be a hard task. We show that the task of testing whether models are structurally i…