30 citations · 127 across the 20 of their papers we have counts for
4 papers · 1 filter
Collective variables for homophily-driven network rewiring dynamics
Sören Nagel, Stefanie Winkelmann, Péter Koltai +2
Stochastic network rewiring processes, in which edges dynamically rewire based on fixed node attributes, are widely used in applications ranging from social dynamics to neuroscienc…
Opinion Dynamics over Migration Networks
Lőrinc Márton, Stefanie Winkelmann, Mauricio J. del Razo +1
Opinions play a crucial role in shaping collective phenomena such as political polarization, cultural integration and demographic change. By continuously changing social environmen…
Accurate mean-field equation for voter model dynamics on scale-free networks
Marvin Lücke, Stefanie Winkelmann, Péter Koltai
Understanding the emergent macroscopic behavior of dynamical systems on networks is a crucial but challenging task. One of the simplest and most effective methods to construct a re…
Learning Interpretable Collective Variables for Spreading Processes on Networks
Marvin Lücke, Stefanie Winkelmann, Jobst Heitzig +2
Collective variables (CVs) are low-dimensional projections of high-dimensional system states. They are used to gain insights into complex emergent dynamical behaviors of processes…