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In the Rooted Clustering section (on the right side of page 3), the section says: "Suppose the algorithm wants to merge clusters C1 and C2 because they are the closest in the system. Before it does so, it checks to see if C1 or C2 contains the root node r. Suppose C1 contains r. C2 is marked for attempting to merge with the root. The algorithm looks for another cluster C3 to merge with C2. C3 must be unmarked and distance(C2,C3) http://graphics.stanford.edu/papers/flow_map_layout/

Flow Map Layout