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Causal inference, graphical models and structure learning in Julia

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Causalinference.jl

Example output of PC algorithm

Julia package for causal inference, graphical models and structure learning.

This package contains code for the stable version of the PC algorithm and the extended FCI algorithm.

See the documentation for implemented functionality and issue #1 (Roadmap/Contribution) for coordination of the development.

FAQ

Q: I looked for "causal inference" and found CausalInference.jl and Omega.jl... A: CausalInference.jl is about causal discovery; you observe the data and want to infer the causal structure. Omega lets you reason what happens then: when you intervene ("do calculus") and want to cause changes.