Add Structural Hamming Distance (SHD) and Structural Intervention Distance (SID)

mschauer / CausalInference.jl

Causal inference, graphical models and structure learning in Julia

https://mschauer.github.io/CausalInference.jl/latest/

Other

189 stars 24 forks source link

Add Structural Hamming Distance (SHD) and Structural Intervention Distance (SID) #147

Open mwien opened 6 months ago

mwien commented 6 months ago

SHD is easily added. I think SID (at leasts for DAGs) should also be possible using the methods for adjustment sets we already have.

SID for CPDAGs is trickier, but an efficient implementation could be valuable. Seems like current implementations in other packages do not scale well.