Stochastic opinion formation in scale-free networks

M. Bartolozzi, D. B. Leinweber, and A. W. Thomas
Phys. Rev. E 72, 046113 – Published 13 October 2005

Abstract

The dynamics of opinion formation in large groups of people is a complex nonlinear phenomenon whose investigation is just beginning. Both collective behavior and personal views play an important role in this mechanism. In the present work we mimic the dynamics of opinion formation of a group of agents, represented by two states ±1, as a stochastic response of each agent to the opinion of his/her neighbors in the social network and to feedback from the average opinion of the whole. In the light of recent studies, a scale-free Barabási-Albert network has been selected to simulate the topology of the interactions. A turbulentlike dynamics, characterized by an intermittent behavior, is observed for a certain range of the model parameters. The problem of uncertainty in decision taking is also addressed both from a topological point of view, using random and targeted removal of agents from the network, and by implementing a three-state model, where the third state, zero, is related to the information available to each agent. Finally, the results of the model are tested against the best known network of social interactions: the stock market. A time series of daily closures of the Dow-Jones index has been used as an indicator of the possible applicability of our model in the financial context. Good qualitative agreement is found.

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  • Received 26 April 2005

DOI:https://doi.org/10.1103/PhysRevE.72.046113

©2005 American Physical Society

Authors & Affiliations

M. Bartolozzi1, D. B. Leinweber1, and A. W. Thomas1,2

  • 1Special Research Centre for the Subatomic Structure of Matter (CSSM), University of Adelaide, Adelaide, South Australia 5005, Australia
  • 2Jefferson Laboratory, 12000 Jefferson Avenue, Newport News, Virginia 23606, USA

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Issue

Vol. 72, Iss. 4 — October 2005

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