A Sequential Algorithm for Generating Random Graphs |
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Authors: | Mohsen Bayati Jeong Han Kim Amin Saberi |
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Affiliation: | (2) University of California, San Diego, USA; |
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Abstract: | ![]() We present a nearly-linear time algorithm for counting and randomly generating simple graphs with a given degree sequence in a certain range. For degree sequence (d i ) i=1 n with maximum degree d max?=O(m 1/4?τ ), our algorithm generates almost uniform random graphs with that degree sequence in time O(md max?) where $m=frac{1}{2}sum_{i}d_{i}We present a nearly-linear time algorithm for counting and randomly generating simple graphs with a given degree sequence in a certain range. For degree sequence (d i ) i=1 n with maximum degree d max =O(m 1/4−τ ), our algorithm generates almost uniform random graphs with that degree sequence in time O(md max ) where m=frac12?idim=frac{1}{2}sum_{i}d_{i} is the number of edges in the graph and τ is any positive constant. The fastest known algorithm for uniform generation of these graphs (McKay and Wormald in J. Algorithms 11(1):52–67, 1990) has a running time of O(m 2 d max 2). Our method also gives an independent proof of McKay’s estimate (McKay in Ars Combinatoria A 19:15–25, 1985) for the number of such graphs. |
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