27 citations · 90 across the 6 of their papers we have counts for
Showing cs.AIShow all
3 papers · 1 filter
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…
cs.AI2012★ 27 cited
Identifying Dynamic Sequential Plans
Jin Tian
We address the problem of identifying dynamic sequential plans in the framework of causal Bayesian networks, and show that the problem is reduced to identifying causal effects, for…