Field-theoretic approach to the universality of branching processes

Rosalba Garcia-Millan, Johannes Pausch, Benjamin Walter, and Gunnar Pruessner
Phys. Rev. E 98, 062107 – Published 6 December 2018

Abstract

Branching processes are widely used to model phenomena from networks to neuronal avalanching. In a large class of continuous-time branching processes, we study the temporal scaling of the moments of the instant population size, the survival probability, expected avalanche duration, the so-called avalanche shape, the n-point correlation function, and the probability density function of the total avalanche size. Previous studies have shown universality in certain observables of branching processes using probabilistic arguments; however, a comprehensive description is lacking. We derive the field theory that describes the process and demonstrate how to use it to calculate the relevant observables and their scaling to leading order in time, revealing the universality of the moments of the population size. Our results explain why the first and second moment of the offspring distribution are sufficient to fully characterize the process in the vicinity of criticality, regardless of the underlying offspring distribution. This finding implies that branching processes are universal. We illustrate our analytical results with computer simulations.

  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Figure
  • Received 25 August 2018

DOI:https://doi.org/10.1103/PhysRevE.98.062107

©2018 American Physical Society

Physics Subject Headings (PhySH)

Statistical Physics & Thermodynamics

Authors & Affiliations

Rosalba Garcia-Millan*, Johannes Pausch, Benjamin Walter, and Gunnar Pruessner§

  • Department of Mathematics, Imperial College London, London SW7 2AZ, United Kingdom

  • *garciamillan16@imperial.ac.uk
  • j.pausch15@imperial.ac.uk
  • b.walter16@imperial.ac.uk
  • §g.pruessner@imperial.ac.uk

Article Text (Subscription Required)

Click to Expand

References (Subscription Required)

Click to Expand
Issue

Vol. 98, Iss. 6 — December 2018

Reuse & Permissions
Access Options
Author publication services for translation and copyediting assistance advertisement

Authorization Required


×
×

Images

×

Sign up to receive regular email alerts from Physical Review E

Log In

Cancel
×

Search


Article Lookup

Paste a citation or DOI

Enter a citation
×