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We provide a local theory for the optimization of the Hausdorff distance between a polytope and a zonotope. To do this, we compute explicit local formulae for the Hausdorff function , where is a fixed polytope and is the space of rank zonotopes. This local theory is then used to provide an optimization algorithm based on subgradient descent that converges to critical points of . We also express the condition of being at a local minimum as a polyhedral feasibility condition.

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