Uniform Generation of Graphical Realizations of Joint Degree Matrices
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Date
2023-09-21
Authors
Zhou, Qianye
Advisor
Gao, Jane
Journal Title
Journal ISSN
Volume Title
Publisher
University of Waterloo
Abstract
In this thesis, we introduce JDM_GEN, an algorithm designed to uniformly generate
graphical realizations of a given joint degree matrix. Amanatidis and Kleer previously
employed an MCMC-based method to address this problem. Their method fully resolved
the case of two degree classes, and showed that their switch Markov chain is rapidly mixing.
While our algorithm imposes certain restrictions on the maximum degrees, it is applicable
to any bounded number of degree classes and has a runtime complexity linear in the number
of edges.
Description
Keywords
random graph theory, graph generation, probabilistic method