Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness

Neural Information Processing Systems 

A plethora of methods was developed for solving this problem, including the celebrated do-calculus [Pearl, 1995]. In practice, these results are not always applicable since they require a fully specified causal diagram as input, which is usually not available.

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