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Optimal Search on Clustered Structural Constraint for Learning Bayesian Network Structure

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Figure

Figure 1: An example of a super-structure to illustrate the definitions we have introduced
Figure 2: Flowchart of algorithms for the computation of an optimal BN on a super-structure
Figure 3: If this graph is the best A-linear DAG with A = {(v1,u1)}, since both v1 and v2 are notancestors of u1 and u2, its strongest NACS is B with B(v1) =B(v2) = {u1,u2}
Figure 4: An example of super-structure shrinkage. A block C = (VC,EC) (gray) can be separatedfrom the rest of the super-structure by the removal of a cut-vertex v ∈VC
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