arXiv · 2209.15045
Hit and Run Sampling from Tropically Convex Sets
Abstract
In this paper we propose Hit and Run (HAR) sampling from a tropically convex set. The key ingredient of HAR sampling from a tropically convex set is sampling uniformly from a tropical line segment over the tropical projective torus, which runs linearly in its computational time complexity. We show that this HAR sampling method samples uniformly from a tropical polytope which is the smallest tropical convex set of finitely many vertices. Finally, we apply this novel method to any given distribution using Metropolis-Hasting filtering over a tropical polytope.
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Ruriko Yoshida, Keiji Miura, David Barnhill. 2022-09-29. Hit and Run Sampling from Tropically Convex Sets. https://doi.org/10.2140/astat.2023.14.37
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