Presents LocPC and LocPC-CDE algorithms that learn a local essential graph using only local conditional independence tests to identify controlled direct effects under weaker assumptions than global PC methods.
Judea Pearl
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Local Markov Equivalence for PC-style Local Causal Discovery and Identification of Controlled Direct Effects
Presents LocPC and LocPC-CDE algorithms that learn a local essential graph using only local conditional independence tests to identify controlled direct effects under weaker assumptions than global PC methods.