y0-causal-inference/y0

Identification module

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cthoyt commented

This issue is more of an epic:

Acyclic directed mixed graphs

  • OneLine ID (#3)
  • ID on a joint distribution (#4; #46)
  • IDC on a conditional distribution (#46)
  • ID* on a joint counterfactual distribution (#69)
  • IDC* on a conditional counterfactual distribution (#70)
  • gID on both observational and interventional probabilistic expressions as input (#72)
  • gIDC (does this exist?)
  • data ID (#73)

Input/output directed mixed graphs

These algorithms are slightly relaxed and can handle graphs containing cycles. They are obviously useful for biological networks, where the previous sets of algorithms aren't applicable.