Interplay between consensus and coherence in a model of interacting opinions

The formation of agents’ opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social pressure exerted by peers favors the emergence of local consensus. On the other hand, the concurrent participation of agents to discussions on diff...

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Published inPhysica. D Vol. 323-324; pp. 12 - 19
Main Authors Battiston, Federico, Cairoli, Andrea, Nicosia, Vincenzo, Baule, Adrian, Latora, Vito
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.06.2016
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ISSN0167-2789
1872-8022
DOI10.1016/j.physd.2015.10.013

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Abstract The formation of agents’ opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social pressure exerted by peers favors the emergence of local consensus. On the other hand, the concurrent participation of agents to discussions on different topics induces each agent to develop a coherent set of opinions across all the topics in which he/she is active. Moreover, the pervasive action of external stimuli, such as mass media, pulls the entire population towards a specific configuration of opinions on different topics. Here we propose a model in which agents with interrelated opinions, interacting on several layers representing different topics, tend to spread their own ideas to their neighborhood, strive to maintain internal coherence, due to the fact that each agent identifies meaningful relationships among its opinions on the different topics, and are at the same time subject to external fields, resembling the pressure of mass media. We show that the presence of heterogeneity in the internal coupling assigned by agents to their different opinions allows to obtain states with mixed levels of consensus, still ensuring that all the agents attain a coherent set of opinions. Furthermore, we show that all the observed features of the model are preserved in the presence of thermal noise up to a critical temperature, after which global consensus is no longer attainable. This suggests the relevance of our results for real social systems, where noise is inevitably present in the form of information uncertainty and misunderstandings. The model also demonstrates how mass media can be effectively used to favor the propagation of a chosen set of opinions, thus polarizing the consensus of an entire population. •Opinion formation model based on multi-layer extension of the Ising model.•Effect on consensus of the interplay between social pressure and internal coherence.•Action of external fields allows states of partial consensus and full coherence.•Qualitative behavior preserved under thermal noise below a critical temperature.
AbstractList The formation of agents' opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social pressure exerted by peers favors the emergence of local consensus. On the other hand, the concurrent participation of agents to discussions on different topics induces each agent to develop a coherent set of opinions across all the topics in which he/she is active. Moreover, the pervasive action of external stimuli, such as mass media, pulls the entire population towards a specific configuration of opinions on different topics. Here we propose a model in which agents with interrelated opinions, interacting on several layers representing different topics, tend to spread their own ideas to their neighborhood, strive to maintain internal coherence, due to the fact that each agent identifies meaningful relationships among its opinions on the different topics, and are at the same time subject to external fields, resembling the pressure of mass media. We show that the presence of heterogeneity in the internal coupling assigned by agents to their different opinions allows to obtain states with mixed levels of consensus, still ensuring that all the agents attain a coherent set of opinions. Furthermore, we show that all the observed features of the model are preserved in the presence of thermal noise up to a critical temperature, after which global consensus is no longer attainable. This suggests the relevance of our results for real social systems, where noise is inevitably present in the form of information uncertainty and misunderstandings. The model also demonstrates how mass media can be effectively used to favor the propagation of a chosen set of opinions, thus polarizing the consensus of an entire population.
The formation of agents’ opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social pressure exerted by peers favors the emergence of local consensus. On the other hand, the concurrent participation of agents to discussions on different topics induces each agent to develop a coherent set of opinions across all the topics in which he/she is active. Moreover, the pervasive action of external stimuli, such as mass media, pulls the entire population towards a specific configuration of opinions on different topics. Here we propose a model in which agents with interrelated opinions, interacting on several layers representing different topics, tend to spread their own ideas to their neighborhood, strive to maintain internal coherence, due to the fact that each agent identifies meaningful relationships among its opinions on the different topics, and are at the same time subject to external fields, resembling the pressure of mass media. We show that the presence of heterogeneity in the internal coupling assigned by agents to their different opinions allows to obtain states with mixed levels of consensus, still ensuring that all the agents attain a coherent set of opinions. Furthermore, we show that all the observed features of the model are preserved in the presence of thermal noise up to a critical temperature, after which global consensus is no longer attainable. This suggests the relevance of our results for real social systems, where noise is inevitably present in the form of information uncertainty and misunderstandings. The model also demonstrates how mass media can be effectively used to favor the propagation of a chosen set of opinions, thus polarizing the consensus of an entire population. •Opinion formation model based on multi-layer extension of the Ising model.•Effect on consensus of the interplay between social pressure and internal coherence.•Action of external fields allows states of partial consensus and full coherence.•Qualitative behavior preserved under thermal noise below a critical temperature.
Author Cairoli, Andrea
Latora, Vito
Battiston, Federico
Nicosia, Vincenzo
Baule, Adrian
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Cites_doi 10.1103/PhysRevE.89.062818
10.1126/science.286.5439.509
10.1137/S003614450342480
10.1038/srep04938
10.1086/590649
10.1103/RevModPhys.54.235
10.1103/RevModPhys.74.47
10.1063/1.1703954
10.1016/S0378-4371(96)00456-6
10.1038/35065725
10.1103/PhysRev.65.117
10.1103/PhysRevLett.111.058701
10.1103/PhysRevE.89.032804
10.1103/PhysRevE.92.052812
10.1103/PhysRevE.72.065102
10.1177/0022002797041002001
10.1126/science.1167742
10.1088/1367-2630/10/6/063011
10.1209/0295-5075/91/48003
10.1088/1367-2630/12/1/013010
10.1103/RevModPhys.81.591
10.1016/j.physrep.2014.07.001
10.1103/PhysRevE.91.012108
10.1088/0305-4470/33/34/304
10.1016/0022-2496(86)90019-2
10.1002/ejsp.2420210105
10.1088/1367-2630/18/2/023010
10.1103/PhysRevLett.100.108702
10.1093/biomet/60.3.581
10.1016/j.physrep.2005.10.009
10.1214/aop/1176996306
10.1209/epl/i2005-10536-9
10.1038/srep00620
10.1177/0022002707307632
10.1103/PhysRevE.92.032805
10.1140/epjb/e20020045
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Keywords Opinion dynamics
Multilayer networks
Interacting opinions
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References Gonzalez-Avella, Cosenza, Eguiluz, San Miguel (br000110) 2008; 12
Festinger, Schachter, Back (br000190) 1963
Galam, Martins (br000150) 2015; 91
Albert, Barabási (br000075) 2002; 74
C. Doyle, S. Sreenivasan, B. Szymanski, G. Korniss, Social consensus and tipping points with opinion inertia, 2014. ArXiv Preprint.
Nicosia, Latora (br000210) 2015; 92
Baldassarri, Gelman (br000220) 2008; 114
Strogatz (br000070) 2001; 410
Newman (br000080) 2003; 45
Glauber (br000195) 1963; 4
Wasserman, Faust (br000010) 1994
Boccaletti, Latora, Moreno, Chavez, Hwang (br000085) 2006; 424
De Domenico, Solé-Ribalta, Cozzo, Kivelä, Moreno, Porter, Gómez, Arenas (br000125) 2013; 3
Scott (br000015) 2000
Simon, Ricci-Tersenghi (br000200) 2000; 33
Clifford, Sudbury (br000035) 1973; 60
Gomez-Gardenes, Reinares, Arenas, Floria (br000140) 2012; 2
Castellano, Fortunato, Loreto (br000025) 2009; 81
Axelrod (br000060) 1997; 41
Vazquez, Eguíluz, Miguel (br000050) 2008; 100
Centola, González-Avella, Eguiluz, San Miguel (br000215) 2007; 51
Carletti, Fanelli, Grolli, Guarino (br000100) 2006; 74
Battiston, Nicosia, Latora (br000130) 2014; 89
Wu (br000030) 1982; 54
A. Chmiel, K. Sznajd-Weron, Phase transitions in the
Jackson (br000020) 2010
Galam (br000045) 1986; 30
Barabasi, Albert (br000205) 1999; 286
Quattrociocchi, Caldarelli, Scala (br000105) 2014; 4
Galam (br000065) 2002; 25
Diakonova, San Miguel, Eguíluz (br000145) 2014; 89
González-Avella, Cosenza, Tucci (br000115) 2005; 72
Vinografova, Galam (br000185) 2014; A 238
.
M. Diakonova, V. Nicosia, V. Latora, M. San Miguel, Irreducibility of multilayer network dynamics: the case of the voter model, 2015. ArXiv Preprint.
Galam (br000180) 1997; 238
Boccaletti, Bianconi, Criado, del Genio, Gómez-Gardeñes, Romance, Sendiña-Nadal, Wang, Zanin (br000135) 2014; 544
Holley, Liggett (br000040) 1975
Lazer, Pentland, Adamic, Aral, Barabasi, Brewer, Christakis, Contractor, Fowler, Gutmann, Jebara, King, Macy, Roy, Alstyne (br000005) 2009; 323
voter model with noise on a duplex clique, 2015. ArXiv Preprint.
Martins, Pineda, Toral (br000095) 2010; 91
Onsager (br000165) 1944; 65
Bryant, Oliver (br000090) 2008
Nicosia, Bianconi, Latora, Barthelemy (br000120) 2013; 111
Vazquez, Eguíluz (br000055) 2008; 10
Galam, Moscovici (br000175) 1991; 21
Vazquez (10.1016/j.physd.2015.10.013_br000055) 2008; 10
Baldassarri (10.1016/j.physd.2015.10.013_br000220) 2008; 114
10.1016/j.physd.2015.10.013_br000160
Simon (10.1016/j.physd.2015.10.013_br000200) 2000; 33
Battiston (10.1016/j.physd.2015.10.013_br000130) 2014; 89
Jackson (10.1016/j.physd.2015.10.013_br000020) 2010
Albert (10.1016/j.physd.2015.10.013_br000075) 2002; 74
Carletti (10.1016/j.physd.2015.10.013_br000100) 2006; 74
Vinografova (10.1016/j.physd.2015.10.013_br000185) 2014; A 238
Boccaletti (10.1016/j.physd.2015.10.013_br000085) 2006; 424
Galam (10.1016/j.physd.2015.10.013_br000180) 1997; 238
Vazquez (10.1016/j.physd.2015.10.013_br000050) 2008; 100
Nicosia (10.1016/j.physd.2015.10.013_br000120) 2013; 111
Festinger (10.1016/j.physd.2015.10.013_br000190) 1963
Galam (10.1016/j.physd.2015.10.013_br000045) 1986; 30
Bryant (10.1016/j.physd.2015.10.013_br000090) 2008
Diakonova (10.1016/j.physd.2015.10.013_br000145) 2014; 89
Axelrod (10.1016/j.physd.2015.10.013_br000060) 1997; 41
Quattrociocchi (10.1016/j.physd.2015.10.013_br000105) 2014; 4
Gonzalez-Avella (10.1016/j.physd.2015.10.013_br000110) 2008; 12
Glauber (10.1016/j.physd.2015.10.013_br000195) 1963; 4
Wu (10.1016/j.physd.2015.10.013_br000030) 1982; 54
Lazer (10.1016/j.physd.2015.10.013_br000005) 2009; 323
Boccaletti (10.1016/j.physd.2015.10.013_br000135) 2014; 544
Clifford (10.1016/j.physd.2015.10.013_br000035) 1973; 60
Newman (10.1016/j.physd.2015.10.013_br000080) 2003; 45
Nicosia (10.1016/j.physd.2015.10.013_br000210) 2015; 92
De Domenico (10.1016/j.physd.2015.10.013_br000125) 2013; 3
10.1016/j.physd.2015.10.013_br000170
Barabasi (10.1016/j.physd.2015.10.013_br000205) 1999; 286
Centola (10.1016/j.physd.2015.10.013_br000215) 2007; 51
Galam (10.1016/j.physd.2015.10.013_br000065) 2002; 25
Scott (10.1016/j.physd.2015.10.013_br000015) 2000
Martins (10.1016/j.physd.2015.10.013_br000095) 2010; 91
10.1016/j.physd.2015.10.013_br000155
Onsager (10.1016/j.physd.2015.10.013_br000165) 1944; 65
González-Avella (10.1016/j.physd.2015.10.013_br000115) 2005; 72
Holley (10.1016/j.physd.2015.10.013_br000040) 1975
Gomez-Gardenes (10.1016/j.physd.2015.10.013_br000140) 2012; 2
Galam (10.1016/j.physd.2015.10.013_br000150) 2015; 91
Strogatz (10.1016/j.physd.2015.10.013_br000070) 2001; 410
Wasserman (10.1016/j.physd.2015.10.013_br000010) 1994
Castellano (10.1016/j.physd.2015.10.013_br000025) 2009; 81
Galam (10.1016/j.physd.2015.10.013_br000175) 1991; 21
References_xml – volume: 89
  year: 2014
  ident: br000130
  article-title: Structural measures for multiplex networks
  publication-title: Phys. Rev. E
– volume: 25
  start-page: 403
  year: 2002
  end-page: 406
  ident: br000065
  article-title: Minority opinion spreading in random geometry
  publication-title: Eur. Phys. J. B
– volume: 51
  start-page: 905
  year: 2007
  end-page: 929
  ident: br000215
  article-title: Homophily, cultural drift, and the co-evolution of cultural groups
  publication-title: J. Confl. Resolut.
– volume: 30
  start-page: 426
  year: 1986
  end-page: 434
  ident: br000045
  article-title: Majority rule, hierarchical structures, and democratic totalitarianism: A statistical approach
  publication-title: J. Math. Psych.
– volume: 91
  year: 2015
  ident: br000150
  article-title: Two-dimensional ising transition through a technique from two-state opinion-dynamics models
  publication-title: Phys. Rev. E
– volume: 4
  start-page: 4938
  year: 2014
  ident: br000105
  article-title: Opinion dynamics on interacting networks: media competition and social influence
  publication-title: Sci. Rep.
– volume: 323
  start-page: 721
  year: 2009
  end-page: 723
  ident: br000005
  article-title: Social science: Computational social science
  publication-title: Science
– volume: 21
  start-page: 49
  year: 1991
  end-page: 74
  ident: br000175
  article-title: Towards a theory of collective phenomena: consensus and attitude changes in groups
  publication-title: Eur. J. Soc. Psychol.
– volume: 114
  start-page: 408
  year: 2008
  end-page: 446
  ident: br000220
  article-title: Partisans without constraint: Political Polarization and trends in American public opinion
  publication-title: Am. J. Sociol.
– volume: 2
  year: 2012
  ident: br000140
  article-title: Evolution of cooperation in multiplex networks
  publication-title: Sci. Rep.
– volume: 4
  start-page: 294
  year: 1963
  end-page: 307
  ident: br000195
  article-title: Time-dependent statistics of the ising model
  publication-title: J. Math. Phys.
– volume: 81
  start-page: 591
  year: 2009
  ident: br000025
  article-title: Statistical physics of social dynamics
  publication-title: Rev. Modern Phys.
– volume: 74
  start-page: 222
  year: 2006
  ident: br000100
  article-title: How to make an efficient propaganda
  publication-title: Europhys. Lett. EPL
– year: 2000
  ident: br000015
  article-title: Social Network Analysis: A Handbook
– reference: M. Diakonova, V. Nicosia, V. Latora, M. San Miguel, Irreducibility of multilayer network dynamics: the case of the voter model, 2015. ArXiv Preprint.
– volume: 74
  start-page: 47
  year: 2002
  ident: br000075
  article-title: Statistical mechanics of complex networks
  publication-title: Rev. Modern Phys.
– volume: 41
  start-page: 203
  year: 1997
  end-page: 226
  ident: br000060
  article-title: The dissemination of culture: A model with local convergence and global polarization
  publication-title: J. Confl. Resolut.
– volume: 544
  start-page: 1
  year: 2014
  end-page: 122
  ident: br000135
  article-title: The structure and dynamics of multilayer networks
  publication-title: Phys. Rep.
– volume: 33
  start-page: 5985
  year: 2000
  ident: br000200
  article-title: Coupled ising models with disorder
  publication-title: J. Phys. A
– volume: 92
  year: 2015
  ident: br000210
  article-title: Measuring and modeling correlations in multiplex networks
  publication-title: Phys. Rev. E
– year: 2010
  ident: br000020
  article-title: Social and Economic Networks
– volume: 286
  start-page: 509
  year: 1999
  end-page: 512
  ident: br000205
  article-title: Emergence of scaling in random networks
  publication-title: Science
– year: 1994
  ident: br000010
  article-title: Social Network Analysis: Methods and Applications, Vol. 8
– volume: 72
  year: 2005
  ident: br000115
  article-title: Nonequilibrium transition induced by mass media in a model for social influence
  publication-title: Phys. Rev. E
– volume: A 238
  start-page: 87
  year: 2014
  end-page: 266
  ident: br000185
  article-title: Global alliances effect in coalition forming
  publication-title: Eur. Phys. J. B
– reference: -voter model with noise on a duplex clique, 2015. ArXiv Preprint.
– volume: 12
  year: 2008
  ident: br000110
  article-title: Spontaneous ordering against an external field in nonequilibrium systems
  publication-title: New J. Phys.
– reference: .
– volume: 410
  start-page: 268
  year: 2001
  end-page: 276
  ident: br000070
  article-title: Exploring complex networks
  publication-title: Nature
– volume: 89
  year: 2014
  ident: br000145
  article-title: Absorbing and shattered fragmentation transitions in multilayer coevolution
  publication-title: Phys. Rev. E
– volume: 10
  year: 2008
  ident: br000055
  article-title: Analytical solution of the voter model on uncorrelated networks
  publication-title: New J. Phys.
– year: 1963
  ident: br000190
  article-title: Social Pressures in Informal Groups: A Study of Human Factors in Housing
– volume: 91
  start-page: 48003
  year: 2010
  ident: br000095
  article-title: Mass media and repulsive interactions in continuous-opinion dynamics
  publication-title: Europhys. Lett. EPL
– volume: 424
  start-page: 175
  year: 2006
  end-page: 308
  ident: br000085
  article-title: Complex networks: Structure and dynamics
  publication-title: Phys. Rep.
– volume: 60
  start-page: 581
  year: 1973
  end-page: 588
  ident: br000035
  article-title: A model for spatial conflict
  publication-title: Biometrika
– volume: 111
  year: 2013
  ident: br000120
  article-title: Growing multiplex networks
  publication-title: Phys. Rev. Lett.
– start-page: 643
  year: 1975
  end-page: 663
  ident: br000040
  article-title: Ergodic theorems for weakly interacting infinite systems and the voter model
  publication-title: Ann. Probab.
– volume: 238
  start-page: 66
  year: 1997
  end-page: 80
  ident: br000180
  article-title: Rational group decision making: a random field Ising model at
  publication-title: Physica A
– volume: 54
  start-page: 235
  year: 1982
  ident: br000030
  article-title: The potts model
  publication-title: Rev. Modern Phys.
– reference: A. Chmiel, K. Sznajd-Weron, Phase transitions in the
– year: 2008
  ident: br000090
  article-title: Media Effects: Advances in Theory and Research
– volume: 3
  year: 2013
  ident: br000125
  article-title: Mathematical formulation of multilayer networks
  publication-title: Phys. Rev. X
– volume: 45
  start-page: 167
  year: 2003
  end-page: 256
  ident: br000080
  article-title: The structure and function of complex networks
  publication-title: SIAM Rev.
– reference: C. Doyle, S. Sreenivasan, B. Szymanski, G. Korniss, Social consensus and tipping points with opinion inertia, 2014. ArXiv Preprint.
– volume: 65
  start-page: 117
  year: 1944
  ident: br000165
  article-title: Crystal statistics. I. A two-dimensional model with an order–disorder transition
  publication-title: Phys. Rev.
– volume: 100
  year: 2008
  ident: br000050
  article-title: Generic absorbing transition in coevolution dynamics
  publication-title: Phys. Rev. Lett.
– volume: 89
  year: 2014
  ident: 10.1016/j.physd.2015.10.013_br000145
  article-title: Absorbing and shattered fragmentation transitions in multilayer coevolution
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.89.062818
– volume: 286
  start-page: 509
  issue: 5439
  year: 1999
  ident: 10.1016/j.physd.2015.10.013_br000205
  article-title: Emergence of scaling in random networks
  publication-title: Science
  doi: 10.1126/science.286.5439.509
– volume: 45
  start-page: 167
  issue: 2
  year: 2003
  ident: 10.1016/j.physd.2015.10.013_br000080
  article-title: The structure and function of complex networks
  publication-title: SIAM Rev.
  doi: 10.1137/S003614450342480
– volume: 4
  start-page: 4938
  year: 2014
  ident: 10.1016/j.physd.2015.10.013_br000105
  article-title: Opinion dynamics on interacting networks: media competition and social influence
  publication-title: Sci. Rep.
  doi: 10.1038/srep04938
– volume: 114
  start-page: 408
  issue: 2
  year: 2008
  ident: 10.1016/j.physd.2015.10.013_br000220
  article-title: Partisans without constraint: Political Polarization and trends in American public opinion
  publication-title: Am. J. Sociol.
  doi: 10.1086/590649
– volume: 54
  start-page: 235
  issue: 1
  year: 1982
  ident: 10.1016/j.physd.2015.10.013_br000030
  article-title: The potts model
  publication-title: Rev. Modern Phys.
  doi: 10.1103/RevModPhys.54.235
– volume: 74
  start-page: 47
  issue: 1
  year: 2002
  ident: 10.1016/j.physd.2015.10.013_br000075
  article-title: Statistical mechanics of complex networks
  publication-title: Rev. Modern Phys.
  doi: 10.1103/RevModPhys.74.47
– volume: 4
  start-page: 294
  issue: 2
  year: 1963
  ident: 10.1016/j.physd.2015.10.013_br000195
  article-title: Time-dependent statistics of the ising model
  publication-title: J. Math. Phys.
  doi: 10.1063/1.1703954
– volume: 238
  start-page: 66
  year: 1997
  ident: 10.1016/j.physd.2015.10.013_br000180
  article-title: Rational group decision making: a random field Ising model at T=0
  publication-title: Physica A
  doi: 10.1016/S0378-4371(96)00456-6
– ident: 10.1016/j.physd.2015.10.013_br000170
– volume: 410
  start-page: 268
  issue: 6825
  year: 2001
  ident: 10.1016/j.physd.2015.10.013_br000070
  article-title: Exploring complex networks
  publication-title: Nature
  doi: 10.1038/35065725
– volume: 65
  start-page: 117
  issue: 3–4
  year: 1944
  ident: 10.1016/j.physd.2015.10.013_br000165
  article-title: Crystal statistics. I. A two-dimensional model with an order–disorder transition
  publication-title: Phys. Rev.
  doi: 10.1103/PhysRev.65.117
– year: 2010
  ident: 10.1016/j.physd.2015.10.013_br000020
– volume: 111
  issue: 5
  year: 2013
  ident: 10.1016/j.physd.2015.10.013_br000120
  article-title: Growing multiplex networks
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.111.058701
– volume: 89
  issue: 3
  year: 2014
  ident: 10.1016/j.physd.2015.10.013_br000130
  article-title: Structural measures for multiplex networks
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.89.032804
– year: 2000
  ident: 10.1016/j.physd.2015.10.013_br000015
– ident: 10.1016/j.physd.2015.10.013_br000155
  doi: 10.1103/PhysRevE.92.052812
– year: 1963
  ident: 10.1016/j.physd.2015.10.013_br000190
– volume: 72
  issue: 6
  year: 2005
  ident: 10.1016/j.physd.2015.10.013_br000115
  article-title: Nonequilibrium transition induced by mass media in a model for social influence
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.72.065102
– volume: 41
  start-page: 203
  issue: 2
  year: 1997
  ident: 10.1016/j.physd.2015.10.013_br000060
  article-title: The dissemination of culture: A model with local convergence and global polarization
  publication-title: J. Confl. Resolut.
  doi: 10.1177/0022002797041002001
– volume: 323
  start-page: 721
  issue: 5915
  year: 2009
  ident: 10.1016/j.physd.2015.10.013_br000005
  article-title: Social science: Computational social science
  publication-title: Science
  doi: 10.1126/science.1167742
– year: 1994
  ident: 10.1016/j.physd.2015.10.013_br000010
– volume: 10
  issue: 6
  year: 2008
  ident: 10.1016/j.physd.2015.10.013_br000055
  article-title: Analytical solution of the voter model on uncorrelated networks
  publication-title: New J. Phys.
  doi: 10.1088/1367-2630/10/6/063011
– volume: 91
  start-page: 48003
  issue: 4
  year: 2010
  ident: 10.1016/j.physd.2015.10.013_br000095
  article-title: Mass media and repulsive interactions in continuous-opinion dynamics
  publication-title: Europhys. Lett. EPL
  doi: 10.1209/0295-5075/91/48003
– volume: 3
  issue: 4
  year: 2013
  ident: 10.1016/j.physd.2015.10.013_br000125
  article-title: Mathematical formulation of multilayer networks
  publication-title: Phys. Rev. X
– year: 2008
  ident: 10.1016/j.physd.2015.10.013_br000090
– volume: 12
  issue: 1
  year: 2008
  ident: 10.1016/j.physd.2015.10.013_br000110
  article-title: Spontaneous ordering against an external field in nonequilibrium systems
  publication-title: New J. Phys.
  doi: 10.1088/1367-2630/12/1/013010
– volume: 81
  start-page: 591
  issue: 2
  year: 2009
  ident: 10.1016/j.physd.2015.10.013_br000025
  article-title: Statistical physics of social dynamics
  publication-title: Rev. Modern Phys.
  doi: 10.1103/RevModPhys.81.591
– volume: A 238
  start-page: 87
  year: 2014
  ident: 10.1016/j.physd.2015.10.013_br000185
  article-title: Global alliances effect in coalition forming
  publication-title: Eur. Phys. J. B
– volume: 544
  start-page: 1
  issue: 1
  year: 2014
  ident: 10.1016/j.physd.2015.10.013_br000135
  article-title: The structure and dynamics of multilayer networks
  publication-title: Phys. Rep.
  doi: 10.1016/j.physrep.2014.07.001
– volume: 91
  year: 2015
  ident: 10.1016/j.physd.2015.10.013_br000150
  article-title: Two-dimensional ising transition through a technique from two-state opinion-dynamics models
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.91.012108
– volume: 33
  start-page: 5985
  issue: 34
  year: 2000
  ident: 10.1016/j.physd.2015.10.013_br000200
  article-title: Coupled ising models with disorder
  publication-title: J. Phys. A
  doi: 10.1088/0305-4470/33/34/304
– volume: 30
  start-page: 426
  issue: 4
  year: 1986
  ident: 10.1016/j.physd.2015.10.013_br000045
  article-title: Majority rule, hierarchical structures, and democratic totalitarianism: A statistical approach
  publication-title: J. Math. Psych.
  doi: 10.1016/0022-2496(86)90019-2
– volume: 21
  start-page: 49
  year: 1991
  ident: 10.1016/j.physd.2015.10.013_br000175
  article-title: Towards a theory of collective phenomena: consensus and attitude changes in groups
  publication-title: Eur. J. Soc. Psychol.
  doi: 10.1002/ejsp.2420210105
– ident: 10.1016/j.physd.2015.10.013_br000160
  doi: 10.1088/1367-2630/18/2/023010
– volume: 100
  year: 2008
  ident: 10.1016/j.physd.2015.10.013_br000050
  article-title: Generic absorbing transition in coevolution dynamics
  publication-title: Phys. Rev. Lett.
  doi: 10.1103/PhysRevLett.100.108702
– volume: 60
  start-page: 581
  issue: 3
  year: 1973
  ident: 10.1016/j.physd.2015.10.013_br000035
  article-title: A model for spatial conflict
  publication-title: Biometrika
  doi: 10.1093/biomet/60.3.581
– volume: 424
  start-page: 175
  issue: 4
  year: 2006
  ident: 10.1016/j.physd.2015.10.013_br000085
  article-title: Complex networks: Structure and dynamics
  publication-title: Phys. Rep.
  doi: 10.1016/j.physrep.2005.10.009
– start-page: 643
  year: 1975
  ident: 10.1016/j.physd.2015.10.013_br000040
  article-title: Ergodic theorems for weakly interacting infinite systems and the voter model
  publication-title: Ann. Probab.
  doi: 10.1214/aop/1176996306
– volume: 74
  start-page: 222
  issue: 2
  year: 2006
  ident: 10.1016/j.physd.2015.10.013_br000100
  article-title: How to make an efficient propaganda
  publication-title: Europhys. Lett. EPL
  doi: 10.1209/epl/i2005-10536-9
– volume: 2
  year: 2012
  ident: 10.1016/j.physd.2015.10.013_br000140
  article-title: Evolution of cooperation in multiplex networks
  publication-title: Sci. Rep.
  doi: 10.1038/srep00620
– volume: 51
  start-page: 905
  issue: 6
  year: 2007
  ident: 10.1016/j.physd.2015.10.013_br000215
  article-title: Homophily, cultural drift, and the co-evolution of cultural groups
  publication-title: J. Confl. Resolut.
  doi: 10.1177/0022002707307632
– volume: 92
  year: 2015
  ident: 10.1016/j.physd.2015.10.013_br000210
  article-title: Measuring and modeling correlations in multiplex networks
  publication-title: Phys. Rev. E
  doi: 10.1103/PhysRevE.92.032805
– volume: 25
  start-page: 403
  issue: 4
  year: 2002
  ident: 10.1016/j.physd.2015.10.013_br000065
  article-title: Minority opinion spreading in random geometry
  publication-title: Eur. Phys. J. B
  doi: 10.1140/epjb/e20020045
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Snippet The formation of agents’ opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social...
The formation of agents' opinions in a social system is the result of an intricate equilibrium among several driving forces. On the one hand, the social...
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SubjectTerms Coherence
Coupling agents
Heterogeneity
Information dissemination
Interacting opinions
Media
Multilayer networks
Opinion dynamics
Polarization
Stimuli
Thermal noise
Title Interplay between consensus and coherence in a model of interacting opinions
URI https://dx.doi.org/10.1016/j.physd.2015.10.013
https://www.proquest.com/docview/1816049946
Volume 323-324
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