• Corpus ID: 51893607

How to sample connected K-partitions of a graph

@article{Meil2018HowTS,
  title={How to sample connected K-partitions of a graph},
  author={Marina Meilă},
  journal={ArXiv},
  year={2018},
  volume={abs/1808.00050}
}
  • M. Meilă
  • Published 21 July 2018
  • Mathematics
  • ArXiv
A connected undirected graph $G=(V,E)$ is given. This paper presents an algorithm that samples (non-uniformly) a $K$ partition $U_1,\ldots U_K$ of the graph nodes $V$, such that the subgraph induced by each $U_k$, with $k=1:K$, is connected. Moreover, the probability induced by the algorithm over the set ${\mathcal C}_K$ of all such partitions is obtained in closed form. 

Empirical sampling of connected graph partitions for redistricting.

This paper examines mixing times of a popular Glauber dynamics based Markov chain and shows how the self-avoiding walk phase transitions interact with mixing time, and analyzes the robustness of the qualitative properties of typical districting plans with respect to score functions and a certain lattice-like graph.

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