2 papers
cs.AI2013
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…
stat.ME2012
Confounding Equivalence in Causal Inference
Judea Pearl, Azaria Paz
The paper provides a simple test for deciding, from a given causal diagram, whether two sets of variables have the same bias-reducing potential under adjustment. The test requires…