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DY: Fachverband Dynamik und Statistische Physik
DY 28: Networks: From Topology to Dynamics I (joint session SOE/DY)
DY 28.12: Talk
Wednesday, March 20, 2024, 18:00–18:15, TC 006
Bond percolation and tree decompositions of real-world networks — •Konstantin Klemm — IFISC (CSIC-UIB), Palma de Mallorca, Spain
Percolation is a class of models with numerous applications in spreading processes including epidemics and social interactions. For most real-world and model-generated networks, percolation studies rely on Monte-Carlo sampling or approximate calculations such as (heterogeneous) mean-field. The present contribution introduces a method for exact numerical estimates of expected cluster sizes in bond percolation. The method is efficient on networks with a narrow tree-decomposition, a property shared by empirical networks of interest [Klemm, Journal of Physics: Complexity 1, 035003 (2020)]. Generalization of the approach to other processes in statistical physics are discussed [Klemm, arXiv:2111.04766].
Keywords: percolation; exact method; network decomposition