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Original report by Marcel Ribeiro-Dantas (Bitbucket: mribeirodantas_, ).
We recently changed MIIC so that by default the final result variable has information on all edges. For the removed edges, it keeps both edges removed by marginal independence and edges removed by conditioning on a sep set.
Now, we should bring it back to the way it was before (by default, do not keep info about edges removed by marginal independence) but add a parameter so that, if set, these edges are kept in the final result variable.