- Letter
- Open Access
Level-set percolation of Gaussian random fields on complex networks
Phys. Rev. E 110, L032301 – Published 3 September, 2024
DOI: https://doi.org/10.1103/PhysRevE.110.L032301
Abstract
We provide an explicit solution of the problem of level-set percolation for multivariate Gaussians defined in terms of weighted graph Laplacians on complex networks. The solution requires an analysis of the heterogeneous microstructure of the percolation problem, i.e., a self-consistent determination of locally varying percolation probabilities. This is achieved using a cavity or message passing approach. It can be evaluated, both for single large instances of locally treelike graphs, and in the thermodynamic limit of random graphs of finite mean degree in the configuration model class.
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- See Supplemental Material at http://link.aps.org/supplemental/10.1103/PhysRevE.110.L032301 for derivations of single node marginals and conditional distributions of multivariate Gaussians needed in the paper, for a derivation of equations describing the thermodynamic limit, for a collection of additional results, and for an asymptotic analysis of level-set percolation in the vicinity of the percolation transition.