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Continuum model of an avalanche-like spread of information on Twitter.

Authors :
Dmitriev, Andrey
Lebedev, Andrey
Abbas, Nadezda
Dmitriev, Victor
Kornilov, Vasily
Source :
AIP Conference Proceedings. 2023, Vol. 2872 Issue 1, p1-7. 7p.
Publication Year :
2023

Abstract

The research results devoted to the construction and analysis of the stochastic nonlinear dynamic system of equations that simulate the self-organization of Twitter into the critical state are presented. A nonlinear dynamic system links three dynamic variables. The first variable corresponds to the order parameter determined by the average size of avalanches of microposts (tweets, retweets). The second variable is the conjugate field to the sizes of micropost avalanches is Tsallis entropy. The third variable is the control parameter determined by the generalized velocity of micropost distribution. Fluctuations of synergistic parameters considered in the form of additive white noise. The three-parameter scheme of selforganization allows to describe the basic properties of both a second-order phase transition and self-organization into a critical state. To describe a phase transition of the second order in a social network, the standard system of Lorenz equations in the adiabatic approximation is sufficient. To describe the transit of a social network into the self-organized criticality state, it is necessary to weaken the feedbacks by raising the order parameter (the size of the avalanches of microposts) to a fractional power and consider the fluctuations of the control parameter (the speed of microposts distribution in the network). [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2872
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
172450389
Full Text :
https://doi.org/10.1063/5.0163665