Implement ICD-Sep (ICDS) option in SkeletonMethods
#118
Labels
constraint-algorithm
Constraint based discovery algorithms
enhancement
New feature or request
good first issue
Good for newcomers
help wanted
Extra attention is needed
Is your feature request related to a problem? Please describe.
There are many methods for determining candidate conditioning sets given a pair of nodes in a graph. For example, we have "complete" (literally test all possible combinations), "neighbors" (test only neighbors), "PDS" (test potentially d-sep sets), etc. PDS and PDS_Path are supersets of the d-separating set, so those sets are candidates to search for the "true d-separating sets".
https://openreview.net/pdf?id=Y2OaOLYQYA introduces a new path criterion that is called ICD-Sep, which is just another variant of a superset of the d-separating set.
Describe the solution you'd like
Implement the option for ICD-Sep. This can augment the FCI and all FCI variant algorithms, so a new algorithm does not need to be implemented. This also demonstrates the usefulness of our existing abstractions.
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