Identification of Counterfactual Queries in Causal Models
Causal Effect Identification
The cfid package
Counterfactual Conjunction
Directed Acyclic Graph
Export Graph
Identifying Functional of a Counterfactual Query
Identify a Counterfactual Query
Import Graph
Symbolic Probability Distributions
Query Objects
Facilitates the identification of counterfactual queries in structural causal models via the ID* and IDC* algorithms by Shpitser, I. and Pearl, J. (2007, 2008) <doi:10.48550/arXiv.1206.5294>, <https://jmlr.org/papers/v9/shpitser08a.html>. Provides a simple interface for defining causal diagrams and counterfactual conjunctions. Construction of parallel worlds graphs and counterfactual graphs is carried out automatically based on the counterfactual query and the causal diagram. See Tikka, S. (2023) <doi:10.32614/RJ-2023-053> for a tutorial of the package.