12 citations · 22 across the 3 of their papers we have counts for
3 papers
cs.AI2012★ 1 cited
Local Markov Property for Models Satisfying Composition Axiom
Changsung Kang, Jin Tian
The local Markov condition for a DAG to be an independence map of a probability distribution is well known. For DAGs with latent variables, represented as bi-directed edges in the…
cs.AI2012★ 9 cited
Inequality Constraints in Causal Models with Hidden Variables
Changsung Kang, Jin Tian
We present a class of inequality constraints on the set of distributions induced by local interventions on variables governed by a causal Bayesian network, in which some of the var…
cs.AI2012★ 12 cited
Polynomial Constraints in Causal Bayesian Networks
Changsung Kang, Jin Tian
We use the implicitization procedure to generate polynomial equality constraints on the set of distributions induced by local interventions on variables governed by a causal Bayesi…