Estimating Identifiable Causal Effects on Markov Equivalence Class
through Double Machine Learning
Yonghan Jung 1 Jin Tian 2 Elias Bareinboim 3
Abstract tigates whether, given a causal graph G encoding qualitative
knowledge about the domain, an interventional distribution
General methods have been developed for esti-
P (Y = y|do(X = x)) (for short, Px (y)), rep ...


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