The switch Markov chain for sampling irregular graphs

preprint2014arXivOpen access

Abstract

The problem of efficiently sampling from a set of(undirected) graphs with a given degree sequence has many applications. One approach to this problem uses a simple Markov chain, which we call the switch chain, to perform the sampling. The switch chain is known to be rapidly mixing for regular degree sequences. We prove that the switch chain is rapidly mixing for any degree sequence with minimum degree at least 1 and with maximum degree dmax⁡d_{\max} which satisfies 3≤dmax⁡≤14 M3\leq d_{\max}\leq \frac{1}{4}\, \sqrt{M}, where MM is the sum of the degrees. The mixing time bound obtained is only an order of nn larger than that established in the regular case, where nn is the number of vertices.

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