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Time-dependent branching processes: a model of oscillating neuronal avalanches.

Accepted version
Peer-reviewed

Type

Article

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Authors

Garcia-Millan, Rosalba 
Pruessner, Gunnar 

Abstract

Recently, neuronal avalanches have been observed to display oscillations, a phenomenon regarded as the co-existence of a scale-free behaviour (the avalanches close to criticality) and scale-dependent dynamics (the oscillations). Ordinary continuous-time branching processes with constant extinction and branching rates are commonly used as models of neuronal activity, yet they lack any such time-dependence. In the present work, we extend a basic branching process by allowing the extinction rate to oscillate in time as a new model to describe cortical dynamics. By means of a perturbative field theory, we derive relevant observables in closed form. We support our findings by quantitative comparison to numerics and qualitative comparison to available experimental results.

Description

Keywords

49 Mathematical Sciences, 4905 Statistics, 51 Physical Sciences, Neurosciences

Journal Title

Sci Rep

Conference Name

Journal ISSN

2045-2322
2045-2322

Volume Title

10

Publisher

Springer Science and Business Media LLC

Rights

All rights reserved