aGrUM 3.0.0
a C++ library for (probabilistic) graphical models
FCI.h File Reference

FCI (Fast Causal Inference) causal discovery algorithm. More...

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Classes

class  gum::learning::FCI
 Fast Causal Inference — PAG learning via constraint-based methods. More...

Namespaces

namespace  gum
 gum is the global namespace for all aGrUM entities
namespace  gum::learning
 include the inlined functions if necessary

Detailed Description

FCI (Fast Causal Inference) causal discovery algorithm.

FCI extends PC to handle latent confounders and selection bias. Output: a PAG (Partial Ancestral Graph) over observed variables.

aGrUM learning contract: every algorithm must be able to produce a BN. learnDAG() and learnPDAG() work via PAG→MixedGraph approximation. Users wanting the full PAG call learnPAG() directly.

Author
Pierre-Henri WUILLEMIN(_at_LIP6)

Definition in file FCI.h.