Graph bipartitioning and statistical mechanics

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, , Citation J R Banavar et al 1987 J. Phys. A: Math. Gen. 20 L1 DOI 10.1088/0305-4470/20/1/001

0305-4470/20/1/L1

Abstract

The problem of bipartitioning a random graph of fixed finite local valence (connectivity) so as to minimise the number of cross edges is studied by the application of Monte Carlo simulation of thermodynamics and annealing. This problem is NP-complete and is relevant as an idealisation of several practical organisation problems. Evidence is presented for the existence of a multiplicity of metastable states and for non-self-averaging and ultrametricity in the space of overlaps, albeit with a possible critical valence. An empirical formula is presented for the optimal cost, in excellent accord with values obtained by simulation and those known exactly.

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10.1088/0305-4470/20/1/001