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Geometry of Graph Partitions via Optimal Transport

Geometry of Graph Partitions via Optimal Transport

We define a distance metric between partitions of a graph using machinery from optimal transport. Our metric is built from a linear assignment problem that matches partition components, with assignment cost proportional to transport distance over graph edges. We show that our distance can be computed using a single linear …