Multi-Equilibria Regulation Agent-Based Model of Opinion Dynamics in Social Networks
AbstractThis article investigates the Multiple Equilibria Regulation (MER) model, i.e., an agent-based simulation model, to represent opinion dynamics in social networks. It relies on a small set of micro-prerequisites (intra-individual balance and confidence bound), leading to emergence of (non)stationary macro-outcomes. These outcomes may refer to consensus, polarization or fragmentation of opinions about taxation (e.g., congestion pricing) or other policy measures, according to the way communication is structured. In contrast with other models of opinion dynamics, it allows for the impact of both the regulation of intra-personal discrepancy and the interpersonal variability of opinions on social learning and network dynamics. Several simulation experiments are presented to demonstrate, through the MER model, the role of different network structures (complete, star, cellular automata, small-world and random graphs) on opinion formation dynamics and the overall evolution of the system. The findings can help to identify specific topological characteristics, such as density, number of neighbourhoods and critical nodes-agents, that affect the stability and system dynamics. This knowledge can be used to better organize the information diffusion and learning in the community, enhance the predictability of outcomes and manage possible conflicts. It is shown that a small-world organization, which depicts more realistic aspects of real-life and virtual social systems, provides increased predictability and stability towards a less fragmented and more manageable grouping of opinions, compared to random networks. Such macro-level organizations may be enhanced with use of web-based technologies to increase the density of communication and public acceptability of policy measures.
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Bibliographic InfoArticle provided by Croatian Interdisciplinary Society Provider Homepage: http://indecs.eu in its journal Interdisciplinary Description of Complex Systems.
Volume (Year): 11 (2013)
Issue (Month): 1 ()
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agent-based models; social networks; opinion dynamics; communication topology; unpredictability;
Find related papers by JEL classification:
- C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
- D72 - Microeconomics - - Analysis of Collective Decision-Making - - - Political Processes: Rent-seeking, Lobbying, Elections, Legislatures, and Voting Behavior
- D74 - Microeconomics - - Analysis of Collective Decision-Making - - - Conflict; Conflict Resolution; Alliances
- D78 - Microeconomics - - Analysis of Collective Decision-Making - - - Positive Analysis of Policy Formulation and Implementation
- D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search, Learning, and Information
- D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation
- H30 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - General
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- Björn Hårsman & John M. Quigley, 2010.
"Political and public acceptability of congestion pricing: Ideology and self-interest,"
Journal of Policy Analysis and Management,
John Wiley & Sons, Ltd., vol. 29(4), pages 854-874.
- Harsman, Bjorn & Quigley, John M., 2010. "Political and Public Acceptability of Congestion Pricing: Ideology and Self Interest," Berkeley Program on Housing and Urban Policy, Working Paper Series qt77b5243v, Berkeley Program on Housing and Urban Policy.
- Bjorn Harsman & John Quigley, 2011. "Political and Public Acceptability of Congestion Pricing: Ideology and Self Interest," ERSA conference papers ersa10p1477, European Regional Science Association.
- Harsman, Bjorn & Quigley, John M., 2010. "Political and Public Acceptability of Congestion Pricing: Ideology and Self Interest," University of California Transportation Center, Working Papers qt14n0h1nv, University of California Transportation Center.
- Ioannis D Katerelos & Andreas G. Koulouris, 2004. "Seeking Equilibrium Leads to Chaos: Multiple Equilibria Regulation Model," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 7(2), pages 4.
- Frank Schweitzer & Giorgio Fagiolo & Didier Sornette & Fernando Vega-Redondo & Douglas R. White, 2009.
"Economic Networks: What Do We Know And What Do We Need To Know?,"
Advances in Complex Systems (ACS),
World Scientific Publishing Co. Pte. Ltd., vol. 12(04), pages 407-422.
- Frank Schweitzer & Giorgio Fagiolo & Didier Sornette & Fernando Vega-Redondo & Douglas R. White, . "Economic Networks: What do we know and what do we need to know?," Working Papers CCSS-09-010, ETH Zurich, Chair of Systems Design.
- Andrea Galeotti & Fernando Vega‐Redondo, 2011. "Complex networks and local externalities: A strategic approach," International Journal of Economic Theory, The International Society for Economic Theory, vol. 7(1), pages 77-92, 03.
- C. J. Tessone & R. Toral, 2009. "Diversity-induced resonance in a model for opinion formation," The European Physical Journal B - Condensed Matter and Complex Systems, Springer, vol. 71(4), pages 549-555, October.
- Andreas Flache & Rainer Hegselmann, 1998. "Understanding Complex Social Dynamics: a Plea for Cellular Automata Based Modelling," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 1(3), pages 1.
- Peter M. Demarzo & Dimitri Vayanos & Jeffrey Zwiebel, 2003.
"Persuasion Bias, Social Influence, And Unidimensional Opinions,"
The Quarterly Journal of Economics,
MIT Press, vol. 118(3), pages 909-968, August.
- Zwiebel, Jeffrey H. & Vayanos, Dimitri & DeMarzo, Peter M., 2001. "Persuasion Bias, Social Influence, and Uni-Dimensional Opinions," Research Papers 1719, Stanford University, Graduate School of Business.
- Shuguang Suo & Yu Chen, 2008. "The Dynamics of Public Opinion in Complex Networks," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 11(4), pages 2.
- Daron Acemoglu & Asuman E. Ozdaglar, 2010.
"Opinion Dynamics and Learning in Social Networks,"
Levine's Working Paper Archive
661465000000000222, David K. Levine.
- Theodore Tsekeris & Stefan Voß, 2009. "Design and evaluation of road pricing: state-of-the-art and methodological advances," Netnomics, Springer, vol. 10(1), pages 5-52, April.
- Caldarelli, Guido, 2007. "Scale-Free Networks: Complex Webs in Nature and Technology," OUP Catalogue, Oxford University Press, number 9780199211517.
- Andrea Galeotti & Sanjeev Goyal & Jurjen Kamphorst, 2003.
"Network Formation with Heterogeneous Players,"
Economics Discussion Papers
562, University of Essex, Department of Economics.
- Hayashi Fumiko & Klee Elizabeth, 2003.
"Technology Adoption and Consumer Payments: Evidence from Survey Data,"
Review of Network Economics,
De Gruyter, vol. 2(2), pages 1-16, June.
- Fumiko Hayashi & Elizabeth Klee, 2002. "Technology adoption and consumer payments : evidence from survey data," Payments System Research Working Paper PSR WP 02-01, Federal Reserve Bank of Kansas City.
- Andrea Galeotti, 2010. "Talking, Searching, And Pricing," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(4), pages 1159-1174, November.
- Eliasson, Jonas & Jonsson, Lina, 2011. "The unexpected "yes": Explanatory factors behind the positive attitudes to congestion charges in Stockholm," Transport Policy, Elsevier, vol. 18(4), pages 636-647, August.
- McFadden, Daniel, 2007. "The behavioral science of transportation," Transport Policy, Elsevier, vol. 14(4), pages 269-274, July.
- Rainer Hegselmann & Ulrich Krause, 2002. "Opinion Dynamics and Bounded Confidence Models, Analysis and Simulation," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 5(3), pages 2.
- Helbing, Dirk, 2009. "Managing Complexity in Socio-Economic Systems," European Review, Cambridge University Press, vol. 17(02), pages 423-438, May.
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