A sequence of graphs with diverging number of nodes is a dense graph sequence if the number of edges grows approximately as for complete graphs. To each such sequence a function, called graphon, can be associated, which contains information about the asymptotic behavior of the sequence. Here we show that the problem of subdividing a large graph in communities with a minimal amount of cuts can be approached in terms of graphons and the Gamma-limit of the cut functional, and discuss the resulting variational principles on some examples. Since the limit cut functional is naturally defined on Young measures, in many instances the partition problem can be expressed in terms of the probability that a node belongs to one of the communities. Our approach can be used to obtain insights into the bisection problem for large graphs, which is known to be NP-complete.

gamma-limit of the cut functional on dense graph sequences

Cermelli, Paolo;Dovetta, Simone
2020

Abstract

A sequence of graphs with diverging number of nodes is a dense graph sequence if the number of edges grows approximately as for complete graphs. To each such sequence a function, called graphon, can be associated, which contains information about the asymptotic behavior of the sequence. Here we show that the problem of subdividing a large graph in communities with a minimal amount of cuts can be approached in terms of graphons and the Gamma-limit of the cut functional, and discuss the resulting variational principles on some examples. Since the limit cut functional is naturally defined on Young measures, in many instances the partition problem can be expressed in terms of the probability that a node belongs to one of the communities. Our approach can be used to obtain insights into the bisection problem for large graphs, which is known to be NP-complete.
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https://www.esaim-cocv.org/component/article?access=doi&doi=10.1051/cocv/2019029
Dense graph sequences, large graphs, $Gamma$-convergence, bisection problem, nonlocal variational problems, Young measures
Braides, Andrea; Cermelli, Paolo; Dovetta, Simone
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Utilizza questo identificativo per citare o creare un link a questo documento: http://hdl.handle.net/2318/1705423
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