69 citations · 235 across the 19 of their papers we have counts for
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cs.AI2018★ 3 cited
Causal Identification under Markov Equivalence
Amin Jaber, Jiji Zhang, Elias Bareinboim
Assessing the magnitude of cause-and-effect relations is one of the central challenges found throughout the empirical sciences. The problem of identification of causal effects is c…
stat.ML2018★ 4 cited
On Learning Causal Structures from Non-Experimental Data without Any Faithfulness Assumption
Hanti Lin, Jiji Zhang
Consider the problem of learning, from non-experimental data, the causal (Markov equivalence) structure of the true, unknown causal Bayesian network (CBN) on a given, fixed set of…