The distribution of minimum-weight cliques and other subgraphs in graphs with random edge weights
We determine, asymptotically in n, the distribution and mean of the weight of a minimum-weight k-clique (or any strictly balanced graph H) in a complete graph Kn whose edge weights are independent random values drawn from the uniform distribution or other continuous distributions. For the clique, we also provide explicit (non-asymptotic) bounds on the distribution's CDF in a form obtained directly from the Stein-Chen method, and in a looser but simpler form. The direct form extends to other subgraphs and other edge-weight distributions. We illustrate the clique results for various values of k and n. The results may be applied to evaluate whether an observed minimum-weight copy of a graph H in a network provides statistical evidence that the network's edge weights are not independently distributed but have some structure.
| Item Type | Article |
|---|---|
| Copyright holders | © 2018 SIAM |
| Departments | Mathematics |
| DOI | 10.1137/17M1138303 |
| Date Deposited | 26 Apr 2018 11:34 |
| Acceptance Date | 2018-04-19 |
| URI | https://researchonline.lse.ac.uk/id/eprint/87660 |
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