If has adjacency matrix and expansion , then every -valued map on its vertices satisfies
For scalar functions this follows from the layer-cake formula applied above and below a median; integration over the coordinate proves the vector-valued form.
For a nonnegative measurable function ,
On a graph, applying this identity to expresses its total variation as the integral of the edge boundaries of the superlevel sets.
If a -regular graph on vertices has expansion , its distortion obeys
The Poincare inequality controls average image distance by edge lengths, while bounded-degree ball growth makes the average graph distance comparable to .

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