The Dissemination of Culture: A Model with Local Convergence and Global Polarization
Abstract
Despite tendencies toward convergence, differences between individuals and groups continue to exist in beliefs, attitudes, and behavior. An agent-based adaptive model reveals the effects of a mechanism of convergent social influence. The actors are placed at fixed sites. The basic premise is that the more similar an actor is to a neighbor, the more likely that that actor will adopt one of the neighbor's traits. Unlike previous models of social influence or cultural change that treat features one at a time, the proposed model takes into account the interaction between different features. The model illustrates how local convergence can generate global polarization. Simulations show that the number of stable homogeneous regions decreases with the number of features, increases with the number of alternative traits per feature, decreases with the range of interaction, and (most surprisingly) decreases when the geographic territory grows beyond a certain size.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Discrete coverage as measured by Eq. (3) is an accurate measure of polarization for Axelrod's Dissemination of Culture model precisely because it is categorical.
“Discrete coverage as measured by Eq. ( 3) is also an accurate measure of polarization for Axelrod's Dissemination of Culture model precisely because it is categorical, even though he invokes some of the other concepts below when defining the term (Axelrod 1997).”
From Disambiguation of social polarization concepts and measures (2016) · cites this paper as Axelrod 1997
The traits of the agents in Axelrod's model are not cardinal values, and therefore other measures would be required to quantify some aspects of the polarization.
“even though the traits of the agents are not cardinal values and therefore other measures would be required to quantify some aspects of the polarization.”
From Disambiguation of social polarization concepts and measures (2016) · cites this paper as Axelrod, 1997
In Axelrod's model, the groups are endogenously defined, and the more groups the greater the polarization.
“In this case the groups are endogenously defined, and the more groups the greater the polarization.”
From Disambiguation of social polarization concepts and measures (2016) · cites this paper as Axelrod, 1997
In Axelrod's model of the dissemination of culture, polarization is characterized by the appearance of regions which are internally homogeneous and have no attributes in common with the other internally homogeneous regions.
“In Axelrod's well-known model of the dissemination of culture, polarization is characterized by the appearance of regions which are internally homogeneous and have no attributes in common with the other internally homogeneous regions (Axelrod, 1997).”
From Disambiguation of social polarization concepts and measures (2016) · cites this paper as Axelrod, 1997
Axelrod's model also requires group consensus and distinctness of the agents' traits.
“But it also requires group consensus and distinctness of the agents' traits.”
From Disambiguation of social polarization concepts and measures (2016) · cites this paper as Axelrod, 1997
Individuals are more influenced by those similar to them.
“Following the idea that we are more influenced by those similar to us, the node is then influenced as a function of the similarity with its interlocutors.”
From How digital media drive affective polarization through partisan sorting (2022) · cites this paper as [104]
Previous modeling approaches describe segregation of opinions by influence based on similarity in the opinion space, either through a confidence bound or through homophily.
“Previous modeling approaches describe segregation of opinions by influence based on similarity in the opinion space, either through a confidence bound [19, 20] or through homophily [21], the preference of agents to interact with similar individuals [22, 23].”
From Modeling echo chambers and polarization dynamics in social networks (2020) · cites this paper as [20]
The language model LLaMA recently gained attention for its relatively smaller size, making it more cost-effective to use.
“As such, the language model LLaMA recently gained attention for its relatively smaller size, making it more cost-effective to use 167 .”
From Machine culture (2023) · cites this paper as [167]
Cites
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2019) · Routledge eBooks · doi:10.4324/9780203710753-35 · Cited by 37,557 · see citing works
Imagined Communities. Reflections on the Origin and Spread of Nationalism
Reid, A. J. S. (1985) · Pacific Affairs · doi:10.2307/2759245 · Cited by 25,963 · see citing works
Exploration and Exploitation in Organizational Learning
March, J. G. (1991) · Organization Science · doi:10.1287/orsc.2.1.71 · Cited by 21,942 · see citing works
An Evolutionary Theory of Economic Change.
Loasby, B. J., Nelson, R. R., & Winter, S. G. (1983) · The Economic Journal · doi:10.2307/2232409 · Cited by 21,401 · see citing works
The Interpretation of Cultures
Dadze-Arthur, A. (2017) · Macat Library eBooks · doi:10.4324/9781912128310 · Cited by 16,500 · see citing works
Duflo, E. (2019) · AEA Papers and Proceedings · doi:10.1257/pandp.109.612 · Cited by 11,235 · see citing works
Powers, C. H., & Giddens, A. (1988) · Social Forces · doi:10.2307/2579442 · Cited by 8,854 · see citing works
Putnam, R. D., Leonardi, R., & Nanetti, R. Y. (1994) · Princeton University Press eBooks · doi:10.1515/9781400820740 · Cited by 7,889 · see citing works
Culture and the Evolutionary Process
Griesemer, J. R., Boyd, R. T., & Richerson, P. J. (1986) · Ornithological Applications · doi:10.2307/1367778 · Cited by 7,133 · see citing works
(1985) · American Economic Review · Cited by 6,056 · see citing works
The Clash of Civilizations?: Originally published in Foreign Affairs 72 (3), 1993
Huntington, S. P. (2000) · Culture and Politics · doi:10.1007/978-1-349-62965-7_6 · Cited by 5,537 · see citing works
GroupLens: an open architecture for collaborative filtering of netnews
Resnick, P., Iacovou, N., Suchak, M., Bergstrom, P., & Riedl, J. (1994) · Proceedings of the 1994 ACM conference on Computer supported cooperative work - CSCW '94 · doi:10.1145/192844.192905 · Cited by 5,058 · see citing works
Micromotives and Macrobehavior
Eaton, B. C., & Schelling, T. C. (1981) · Canadian Journal of Economics/Revue canadienne d économique · doi:10.2307/134812 · Cited by 3,801 · see citing works
Growing Artificial Societies: Social Science from the Bottom Up
Fukuyama, F., Epstein, J., & Axtell, R. (1996) · Foreign Affairs · doi:10.2307/20048043 · Cited by 3,708 · see citing works
Huntington, S. P. (2000) · Culture and Politics · doi:10.1007/978-1-349-62397-6_6 · Cited by 3,570 · see citing works
Gluesing, J. C. (2012) · Sage eBooks · doi:10.4135/9781412994231.n14 · Cited by 3,259 · see citing works
Convention: A Philosophical Study.
Llewelyn, J. E., & Lewis, D. K. (1970) · The Philosophical Quarterly · doi:10.2307/2218418 · Cited by 3,119 · see citing works
Imagined Communities: Reflections on the Origin and Spread of Nationalism
Wilson, G. M., & Anderson, B. (1985) · The American Historical Review · doi:10.2307/1858850 · Cited by 2,380 · see citing works
An Evolutionary Approach to Norms
Axelrod, R. (1986) · American Political Science Review · doi:10.2307/1960858 · Cited by 2,192 · see citing works
Self-citationConflict and the Web of Group-Affiliations
Illing, H. A., & Simmel, G. (1955) · The Journal of Criminal Law Criminology and Police Science · doi:10.2307/1139856 · Cited by 1,756 · see citing works
CONVENTION: A PHILOSOPHICAL STUDY
Kirk, R. (1970) · Philosophical Books · doi:10.1111/j.1468-0149.1970.tb00042.x · Cited by 1,754 · see citing works
Cultural Transmission and Evolution: A quantitative approach
Ballonoff, P. A. (1985) · Journal of Economic Behavior & Organization · doi:10.1016/0167-2681(85)90017-4 · Cited by 1,717 · see citing works
Installed base and compatibility : innovation, product preannouncements and predation
Farrell, J. P., & Saloner, G. (1986) · RePEc: Research Papers in Economics · Cited by 1,547 · see citing works
Coevolution: genes, culture, and human diversity
(1992) · Choice Reviews Online · doi:10.5860/choice.29-6353 · Cited by 1,259 · see citing works
(2015) · Pluto Press eBooks · doi:10.2307/j.ctt183p5d4.11 · Cited by 1,212 · see citing works
Friedkin, N. E., & Johnsen, E. C. (1990) · Journal of Mathematical Sociology · doi:10.1080/0022250x.1990.9990069 · Cited by 1,168 · see citing works
Coevolution: Genes, Culture, and Human Diversity
Durham, W. H. (1991) · doi:10.1515/9781503621534 · Cited by 1,117 · see citing works
Growing Artificial Societies: Social Science from the Bottom Up
Duffy, J. F., Epstein, J. M., & Axtell, R. L. (1998) · Southern Economic Journal · doi:10.2307/1060800 · Cited by 1,086 · see citing works
Public Opinion and American Democracy.
Scoble, H. M., & Key, V. O. (1962) · Midwest Journal of Political Science · doi:10.2307/2108638 · Cited by 970 · see citing works
From private attitude to public opinion: A dynamic theory of social impact.
Nowak, A. K., Szamrej, J., & Latané, B. (1990) · Psychological Review · doi:10.1037/0033-295x.97.3.362 · Cited by 957 · see citing works
Network Studies of Social Influence
Marsden, P. V., & Friedkin, N. E. (1993) · Sociological Methods & Research · doi:10.1177/0049124193022001006 · Cited by 864 · see citing works
Carley, K. M. (1991) · American Sociological Review · doi:10.2307/2096108 · Cited by 852 · see citing works
Genes, Mind, and Culture: The Coevolutionary Process.
Jeffery, C. R., Lumsden, C. J., & Wilson, E. O. (1982) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2067089 · Cited by 712 · see citing works
The Emergence of NormsPreprint
Ullmann‐Margalit, E. (1977) · RePEc: Research Papers in Economics · Cited by 709 · see citing works
Evolutionary games and computer simulations.
Huberman, B. A., & Glance, N. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.16.7716 · Cited by 575 · see citing works
Smith, M. B., Campbell, A., Converse, P. E., Miller, W. E., & Stokes, D. (1961) · The American Journal of Psychology · doi:10.2307/1419686 · Cited by 559 · see citing works
Conflict and the Web of Group Affiliations
Macrae, D. G., & Simmel, G. (1955) · British Journal of Sociology · doi:10.2307/587152 · Cited by 523 · see citing works
Aligning simulation models: A case study and results
Axtell, R. L., Axelrod, R., Epstein, J. M., & Cohen, M. D. (1996) · Computational and Mathematical Organization Theory · doi:10.1007/bf01299065 · Cited by 515 · see citing works
Self-citationPublic Opinion and American Democracy
Hacker, A., & Key, V. O. (1962) · The Yale Law Journal · doi:10.2307/794507 · Cited by 510 · see citing works
Making Democracy Work: Civic Traditions in Modern Italy
Becker, M. B., & Putnam, R. D. (1995) · The Journal of Interdisciplinary History · doi:10.2307/206637 · Cited by 507 · see citing works
An Evolutionary Theory of Economic Change
Nelson, R. R., & Winter, S. G. (1997) · doi:10.1093/oso/9780198781806.003.0008 · Cited by 437 · see citing works
Emergent Actors in World Politics
Cederman, L. (1997) · Princeton University Press eBooks · doi:10.1515/9780691218038 · Cited by 411 · see citing works
Genes, mind and culture: the coevolutionary process
Robertson, A. (1981) · Cell · doi:10.1016/0092-8674(81)90042-8 · Cited by 402 · see citing works
Conte, R., & Gilbert, N. (2006) · Routledge eBooks · doi:10.4324/9780203993699 · Cited by 335 · see citing works
Coalition Formation in Standard-Setting Alliances
Axelrod, R., Mitchell, W., Thomas, R. E., Bennett, D. S., & Bruderer, E. (1995) · Management Science · doi:10.1287/mnsc.41.9.1493 · Cited by 297 · see citing works
Self-citationKeeping the Faith: A Model of Cultural Transmission in Formal Organizations
Harrison, J. R., & Carroll, G. R. (1991) · Administrative Science Quarterly · doi:10.2307/2393274 · Cited by 247 · see citing works
Political Attitudes and the Local Community
Putnam, R. D. (1966) · American Political Science Review · doi:10.2307/1952976 · Cited by 219 · see citing works
Discussant Effects on Vote Choice: Intimacy, Structure, and Interdependence
Huckfeldt, R., & Sprague, J. D. (1991) · The Journal of Politics · doi:10.2307/2131724 · Cited by 219 · see citing works
Introduction to Finite Mathematics
King, B., Kemeny, J. G., Snell, J. L., & Thompson, G. L. (1975) · The Two-Year College Mathematics Journal · doi:10.2307/3027253 · Cited by 174 · see citing works
Latané, B., Nowak, A. K., & Liu, J. H.-F. (1994) · Systems Research and Behavioral Science · doi:10.1002/bs.3830390102 · Cited by 157 · see citing works
Nationalism and Its Alternatives, by Karl W. Deutsch
Connor, W. F. (1971) · Political Science Quarterly · doi:10.2307/2147458 · Cited by 152 · see citing works
Introduction to Finite Mathematics.
Luce, D., Kemeny, J. G., Snell, J. L., & Thompson, G. L. (1957) · American Mathematical Monthly · doi:10.2307/2309992 · Cited by 126 · see citing works
A Computer Simulation Model of Community Referendum Controversies
Abelson, R. P., & Bernstein, A. (1963) · Public Opinion Quarterly · doi:10.1086/267152 · Cited by 92 · see citing works
Cities and Their Vital Systems
National Research Council (1988) · National Academies Press eBooks · doi:10.17226/1093 · Cited by 85 · see citing works
B., J., & Voget, F. W. (1976) · RAIN · doi:10.2307/3032363 · Cited by 79 · see citing works
Exploring Realpolitik: Probing International Relations Theory With Computer Simulation
Cusack, T. R., & Stoll, R. J. (1990) · Cited by 63 · see citing works
Emergent Actors in World Politics: How States and Nations Develop and Dissolve
Cederman, L. (1994) · Project Muse (Johns Hopkins University) · Cited by 60 · see citing works
Sabloff, J. A. (1981) · University of New Mexico Press eBooks · Cited by 47 · see citing works
Renfrew, C. (1979) · Transformations · doi:10.1016/b978-0-12-586050-5.50010-5 · Cited by 47 · see citing works
The Use of Electronic Computers in the Study of Social Organisation
Coleman, J. S. (1965) · European Journal of Sociology · doi:10.1017/s0003975600001156 · Cited by 22 · see citing works
Conflict as a determinant of territory
Schrodt, P. A. (1981) · Systems Research and Behavioral Science · doi:10.1002/bs.3830260104 · Cited by 9 · see citing works
Subjects, R., & Renfrew, C. (1973) · University of Pittsburgh Press eBooks · Cited by 7 · see citing works
Flagged first, then by citations
2 of the 65 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Complex networks: structure and dynamics
BOCCALETTI, S., LATORA, V, MORENO, Y., CHAVEZ, M., & HWANG, D. (2006) · Physics Reports · doi:10.1016/j.physrep.2005.10.009 · Cited by 11,010 · see citing works
Statistical physics of social dynamics
Castellano, C., Fortunato, S., & Loreto, V. (2009) · Reviews of Modern Physics · doi:10.1103/revmodphys.81.591 · Cited by 4,119 · see citing works
The structure and dynamics of multilayer networks
Boccaletti, S., Bianconi, G., Criado, R., del Genio, C. I., Gómez-Gardeñes, J., Romance, M., Sendiña-Nadal, I., Wang, Z., & Zanin, M. (2014) · Physics Reports · doi:10.1016/j.physrep.2014.07.001 · Cited by 3,125 · see citing works
The structure and dynamics of multilayer networksPreprint
Wangk, Z., & Zaninm, M. (2016) · Cited by 3,046 · see citing works
Networks beyond pairwise interactions: Structure and dynamics
Battiston, F., Cencetti, G., Iacopini, I., Latora, V., Lucas, M., Patania, A., Young, J.-G., & Petri, G. (2020) · Physics Reports · doi:10.1016/j.physrep.2020.05.004 · Cited by 1,646 · see citing works
The Globalization of Liberalization: Policy Diffusion in the International Political Economy
Simmons, B. A., & Elkins, Z. (2004) · American Political Science Review · doi:10.1017/s0003055404001078 · Cited by 1,585 · see citing works
Distributed Control of Robotic Networks
Bullo, F., Cortés, J., & Martínez, S. (2009) · Princeton University Press eBooks · doi:10.1515/9781400831470 · Cited by 1,523 · see citing works
The Global Diffusion of Public Policies: Social Construction, Coercion, Competition, or Learning?
Dobbin, F. R., Simmons, B., & Garrett, G. (2007) · Annual Review of Sociology · doi:10.1146/annurev.soc.33.090106.142507 · Cited by 1,383 · see citing works
Networks beyond pairwise interactions: Structure and dynamics
Battiston, F., Cencetti, G., Iacopini, I., Latora, V., Lucas, M., Patania, A., Young, J., & Petri, G. (2020) · UCL Discovery (University College London) · Cited by 1,179 · see citing works
Treating International Institutions as Social Environments
Johnston, A. I. (2001) · International Studies Quarterly · doi:10.1111/0020-8833.00212 · Cited by 1,136 · see citing works
Agent-based computational models and generative social science
Epstein, J. M. (1999) · Complexity · doi:10.1002/(sici)1099-0526(199905/06)4:5 · Cited by 1,145 · see citing works
Introduction: The International Diffusion of Liberalism
Simmons, B. A., Dobbin, F. R., & Garrett, G. (2006) · International Organization · doi:10.1017/s0020818306060267 · Cited by 1,101 · see citing works
The Politics of International Regime Complexity
Alter, K. J., & Meunier, S. (2009) · Perspectives on Politics · doi:10.1017/s1537592709090033 · Cited by 1,031 · see citing works
Rahmandad, H., & Sterman, J. D. (2008) · Management Science · doi:10.1287/mnsc.1070.0787 · Cited by 740 · see citing works
Jusup, M., Holme, P., Kanazawa, K., Takayasu, M., Romić, I., Wang, Z., Geček, S., Lipić, T., Boris Podobnik, A., Wang, L., et al. (2022) · Physics Reports · doi:10.1016/j.physrep.2021.10.005 · Cited by 662 · see citing works
Advancing the art of simulation in the social sciences
Axelrod, R. (1997) · Complexity · doi:10.1002/(sici)1099-0526(199711/12)3:2 · Cited by 616 · see citing works
Self-citationDistributed Control of Robotic Networks
Bullo, F. (2009) · Cited by 591 · see citing works
CONTINUOUS OPINION DYNAMICS UNDER BOUNDED CONFIDENCE: A SURVEYPreprint
Lorenz, J. (2012) · Cited by 563 · see citing works
Huckfeldt, R., Johnson, P. E., & Sprague, J. D. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511617102 · Cited by 557 · see citing works
A tutorial on modeling and analysis of dynamic social networks. Part I
Proskurnikov, A. V., & Tempo, R. (2017) · Annual Reviews in Control · doi:10.1016/j.arcontrol.2017.03.002 · Cited by 553 · see citing works
Ratkiewicz (2011) · doi:10.1145/1963192.1963301 · Cited by 541 · see citing works
The Diffusion of Policy Diffusion Research in Political Science
Graham, E. R., Shipan, C. R., & Volden, C. (2012) · British Journal of Political Science · doi:10.1017/s0007123412000415 · Cited by 528 · see citing works
Modeling civil violence: An agent-based computational approach
Epstein, J. M. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.092080199 · Cited by 508 · see citing works
Political disagreement the survival of diverse opinions within communication networks
Huckfeldt, R., Johnson, P. E., & Sprague, J. D. (2004) · Cited by 483 · see citing works
Homophily, Cultural Drift, and the Co-Evolution of Cultural Groups
Centola, D. M., González-Avella, J. C., Eguı́luz, V. M., & Miguel, M. S. (2007) · Journal of Conflict Resolution · doi:10.1177/0022002707307632 · Cited by 456 · see citing works
Financial Reform: What Shakes It? What Shapes It?
Abiad, A. G., & Mody, A. (2005) · American Economic Review · doi:10.1257/0002828053828699 · Cited by 448 · see citing works
Modeling echo chambers and polarization dynamics in social networks
Baumann, F., Lorenz-Spreen, P., Sokolov, I. M., & Starnini, M. (2020) · Physical Review Letters · doi:10.1103/physrevlett.124.048301 · Cited by 427 · see citing works
Manifesto of computational social science
Conte, R., Gilbert, N., Bonelli, G., Cioffi-Revilla, C., Deffuant, G., Kertesz, J., Loreto, V., Moat, S., Nadal, J. P., Sanchez, A., et al. (2012) · The European Physical Journal Special Topics · doi:10.1140/epjst/e2012-01697-8 · Cited by 426 · see citing works
Opinion Fluctuations and Disagreement in Social Networks
Acemoğlu, D., Como, G., Fagnani, F., & Ozdaglar, A. (2012) · Mathematics of Operations Research · doi:10.1287/moor.1120.0570 · Cited by 408 · see citing works
WHY AGENTS? ON THE VARIED MOTIVATIONS FOR AGENT COMPUTING IN THE SOCIAL SCIENCES
Axtell, R. L. (2000) · Cited by 419 · see citing works
Agent-Based Modeling: A New Approach for Theory Building in Social Psychology
Smith, E. R., & Conrey, F. R. (2007) · Personality and Social Psychology Review · doi:10.1177/1088868306294789 · Cited by 401 · see citing works
An agent-based model to study market penetration of plug-in hybrid electric vehicles
Eppstein, M. J., Grover, D. K., Marshall, J. S., & Rizzo, D. M. (2011) · Energy Policy · doi:10.1016/j.enpol.2011.04.007 · Cited by 391 · see citing works
Exploring the debate on short‐termism: a theoretical and empirical analysis
Marginson, D. E. W., & McAulay, L. (2007) · Strategic Management Journal · doi:10.1002/smj.657 · Cited by 384 · see citing works
Network science on belief system dynamics under logic constraints
Friedkin, N. E., Proskurnikov, A. V., Tempo, R., & Parsegov, S. E. (2016) · Science · doi:10.1126/science.aag2624 · Cited by 374 · see citing works
Baggio, R., Scott, N., & Cooper, C. (2010) · Annals of Tourism Research · doi:10.1016/j.annals.2010.02.008 · Cited by 370 · see citing works
Computational models of collective behavior
Goldstone, R. L., & Janssen, M. A. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.07.009 · Cited by 363 · see citing works
DellaPosta, D., Shi, Y., & Macy, M. (2015) · American Journal of Sociology · doi:10.1086/681254 · Cited by 440 · see citing works
Dynamics of Political Polarization
Baldassarri, D., & Bearman, P. (2007) · American Sociological Review · doi:10.1177/000312240707200507 · Cited by 455 · see citing works
Mason, W. A., Conrey, F. R., & Smith, E. R. (2007) · Personality and Social Psychology Review · doi:10.1177/1088868307301032 · Cited by 335 · see citing works
Adding Interpersonal Learning and Tacit Knowledge to March's Exploration-Exploitation Model
Miller, K. D., Zhao, M., & Calantone, R. J. (2006) · Academy of Management Journal · doi:10.5465/amj.2006.22083027 · Cited by 312 · see citing works
On the role of zealotry in the voter model
Mobilia, M., Petersen, A. M., & Redner, S. (2007) · Journal of Statistical Mechanics Theory and Experiment · doi:10.1088/1742-5468/2007/08/p08029 · Cited by 316 · see citing works
Nonequilibrium Phase Transition in a Model for Social Influence
Castellano, C., Matteo Marsili, A., & Vespignani, A. (2000) · Physical Review Letters · doi:10.1103/physrevlett.85.3536 · Cited by 310 · see citing works
Bilateral Collaboration and the Emergence of Innovation Networks
Cowan, R., Jonard, N., & Zimmermann, J. (2007) · Management Science · doi:10.1287/mnsc.1060.0618 · Cited by 311 · see citing works
A tutorial on modeling and analysis of dynamic social networks. Part II
Proskurnikov, A. V., & Tempo, R. (2018) · Annual Reviews in Control · doi:10.1016/j.arcontrol.2018.03.005 · Cited by 293 · see citing works
How digital media drive affective polarization through partisan sorting
Törnberg, P. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2207159119 · Cited by 288 · see citing works
The Social Origins of Networks and Diffusion
Centola, D. M. (2015) · American Journal of Sociology · doi:10.1086/681275 · Cited by 273 · see citing works
Consensus formation on adaptive networks
Kozma, B., & Barrat, A. (2008) · Physical Review E · doi:10.1103/physreve.77.016102 · Cited by 272 · see citing works
Social determinants of adaptive and transformative responses to climate change
Barnes, M. L., Wang, P., Cinner, J. E., Graham, N. A. J., Guerrero, A. M., Jasny, L., Lau, J. D., Sutcliffe, S. R., & Zamborain‐Mason, J. (2020) · Nature Climate Change · doi:10.1038/s41558-020-0871-4 · Cited by 262 · see citing works
Liu, X., Li, D., Ma, M., Szymanski, B. K., Stanley, E., & Gao, J. (2022) · Physics Reports · doi:10.1016/j.physrep.2022.04.002 · Cited by 262 · see citing works
Incomplete ordering of the voter model on small-world networks
Castellano, C., Vilone, D., & Vespignani, A. (2003) · Europhysics Letters (EPL) · doi:10.1209/epl/i2003-00490-0 · Cited by 250 · see citing works
The Social Structure of the World Polity
Beckfield, J. (2010) · American Journal of Sociology · doi:10.1086/649577 · Cited by 243 · see citing works
Bifurcations and patterns in compromise processes
Ben-Naim, E., Krapivsky, P. L., & Redner, S. (2003) · Physica D Nonlinear Phenomena · doi:10.1016/s0167-2789(03)00171-4 · Cited by 237 · see citing works
Nonequilibrium transitions in complex networks: A model of social interaction
Klemm, K., Eguı́luz, V. M., Toral, R., & Miguel, M. S. (2003) · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · doi:10.1103/physreve.67.026120 · Cited by 236 · see citing works
Small Worlds and Cultural Polarization
FLACHE, A., & MACY, M. W. (2011) · The Journal of Mathematical Sociology · doi:10.1080/0022250x.2010.532261 · Cited by 237 · see citing works
Mäs, M., & Flache, A. (2013) · PLoS ONE · doi:10.1371/journal.pone.0074516 · Cited by 226 · see citing works
The cultural evolution of emergent group-level traits
Smaldino, P. E. (2014) · Behavioral and Brain Sciences · doi:10.1017/s0140525x13001544 · Cited by 211 · see citing works
Opinion dynamics on interacting networks: media competition and social influence
Quattrociocchi, W., Caldarelli, G., & Antonio Scala, A. (2014) · Scientific Reports · doi:10.1038/srep04938 · Cited by 220 · see citing works
Understanding Polarization: Meanings, Measures, and Model Evaluation
Bramson, A., Grim, P., Singer, D. J., Berger, W. J., Sack, G., Fisher, S., Flocken, C., & Holman, B. (2017) · Philosophy of Science · doi:10.1086/688938 · Cited by 216 · see citing works
Reality-inspired voter models: A mini-review
Redner, S. (2019) · Comptes Rendus Physique · doi:10.1016/j.crhy.2019.05.004 · Cited by 215 · see citing works
Global culture: A noise-induced transition in finite systems
Klemm, K., Eguı́luz, V. M., Toral, R., & Miguel, M. S. (2003) · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · doi:10.1103/physreve.67.045101 · Cited by 214 · see citing works
Social networks and environmental outcomes
Barnes, M. L., Lynham, J. M., Kalberg, K., & Leung, P. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1523245113 · Cited by 214 · see citing works
Link recommendation algorithms and dynamics of polarization in online social networks
Santos, F. P., Yphtach Lelkes, B., & Levin, S. A. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2102141118 · Cited by 216 · see citing works
Nonequilibrium dynamics of language games on complex networks
Dall’Asta, L., Baronchelli, A., Barrat, A., & Loreto, V. (2006) · Physical Review E · doi:10.1103/physreve.74.036105 · Cited by 199 · see citing works
Social Media and the Science of Health Behavior
Centola, D. M. (2013) · Circulation · doi:10.1161/circulationaha.112.101816 · Cited by 193 · see citing works
Opinion Dynamics Driven by Various Ways of Averaging
Hegselmann, R., & Krause, U. (2005) · Computational Economics · doi:10.1007/s10614-005-6296-3 · Cited by 191 · see citing works
Individualization as Driving Force of Clustering Phenomena in Humans
Mäs, M., Flache, A., & Helbing, D. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000959 · Cited by 190 · see citing works
Opinion Dynamics: Models, Extensions and External Effects
Sîrbu, A., Loreto, V., Servedio, V. D. P., & Tria, F. (2017) · Understanding Complex Systems · doi:10.1007/978-3-319-25658-0_17 · Cited by 186 · see citing works
VECTOR OPINION DYNAMICS IN A BOUNDED CONFIDENCE CONSENSUS MODEL
Fortunato, S., Latora, V., Pluchino, A., & Rapisarda, A. (2005) · International Journal of Modern Physics C · doi:10.1142/s0129183105008126 · Cited by 184 · see citing works
Emoticon Style: Interpreting Differences in Emoticons Across Cultures
Park, J., Barash, V., Fink, C., & Cha, M. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v7i1.14437 · Cited by 181 · see citing works
Limited individual attention and online virality of low-quality information
Qiu, X., Oliveira, D. F. M., Shirazi, A. S., Flammini, A., & Menczer, F. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0132 · Cited by 186 · see citing works
RetractedScaling and Universality in Proportional Elections
Fortunato, S., & Castellano, C. (2007) · Physical Review Letters · doi:10.1103/physrevlett.99.138701 · Cited by 180 · see citing works
Errors and Artefacts in Agent-Based Modelling
Galán, J. M., Izquierdo, L. R., Izquierdo, S. S., Santos, J. I., del Olmo, R., López‐Paredes, A., & Edmonds, B. (2009) · RePEc: Research Papers in Economics · Cited by 172 · see citing works
Propagation of innovations in networked groups.
Mason, W., Jones, A., & Goldstone, R. L. (2008) · Journal of Experimental Psychology General · doi:10.1037/a0012798 · Cited by 169 · see citing works
Making Models Match: Replicating an Agent-Based Model
Wilensky, U. J., & Rand, W. M. (2007) · RePEc: Research Papers in Economics · Cited by 168 · see citing works
Introduction: the diffusion of liberalization
Simmons, B. A., Dobbin, F. R., & Garrett, G. (2008) · Cambridge University Press eBooks · doi:10.1017/cbo9780511755941.001 · Cited by 163 · see citing works
Partisan families: the social logic of bounded partisanship in Germany and Britain
(2008) · Choice Reviews Online · doi:10.5860/choice.45-3447 · Cited by 162 · see citing works
The emergence of consensus: a primer
Baronchelli, A. (2018) · Royal Society Open Science · doi:10.1098/rsos.172189 · Cited by 161 · see citing works
Fu, F., Nowak, M. A., Christakis, N. A., & Fowler, J. H. (2012) · Scientific Reports · doi:10.1038/srep00845 · Cited by 159 · see citing works
Identity and Conflict: Ties that Bind and Differences that Divide
Gartzke, E. A., & Gleditsch, K. S. (2006) · European Journal of International Relations · doi:10.1177/1354066106061330 · Cited by 157 · see citing works
Reconsideration of the Winner-Take-All Hypothesis: Complex Networks and Local Bias
Lee, E., Lee, J., & Lee, J. (2006) · Management Science · doi:10.1287/mnsc.1060.0571 · Cited by 157 · see citing works
Interventions to promote learners’ intercultural competence: A meta-analysis
Zhang, X., & Zhou, M. (2019) · International Journal of Intercultural Relations · doi:10.1016/j.ijintrel.2019.04.006 · Cited by 156 · see citing works
Social capital online: Collective use of the Internet and reciprocity as lubricants of democracy
Kobayashi, T., Ikeda, K., & Miyata, K. (2006) · Information Communication & Society · doi:10.1080/13691180600965575 · Cited by 151 · see citing works
Computational and Mathematical Modeling in the Social Sciences
de Marchi, S. (2005) · Cambridge University Press eBooks · doi:10.1017/cbo9780511510588 · Cited by 153 · see citing works
Weisbuch, G., Deffuant, G., & Amblard, F. (2005) · Physica A Statistical Mechanics and its Applications · doi:10.1016/j.physa.2005.01.054 · Cited by 153 · see citing works
Ordering dynamics with two non-excluding options: bilingualism in language competition
Castelló, X., Eguíluz, V. M., & Miguel, M. S. (2006) · New Journal of Physics · doi:10.1088/1367-2630/8/12/308 · Cited by 151 · see citing works
Sun, Z., & Müller, D. (2012) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2012.06.007 · Cited by 151 · see citing works
Constrained opinion dynamics: freezing and slow evolution
Vázquez, F., Krapivsky, P. L., & Redner, S. (2003) · Journal of Physics A Mathematical and General · doi:10.1088/0305-4470/36/3/103 · Cited by 150 · see citing works
The interplay between social networks and culture: theoretically and among whales and dolphins
Cantor, M., & Whitehead, H. (2013) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2012.0340 · Cited by 149 · see citing works
Greig, J. M. (2002) · Journal of Conflict Resolution · doi:10.1177/0022002702046002003 · Cited by 149 · see citing works
Can Game(s) Theory Explain Culture?
Bednar, J., & Page, S. (2007) · Rationality and Society · doi:10.1177/1043463107075108 · Cited by 129 · see citing works
The Cultural Dynamics of Copycat Suicide
Mesoudi, A. (2009) · PLoS ONE · doi:10.1371/journal.pone.0007252 · Cited by 106 · see citing works
Comparison of voter and Glauber ordering dynamics on networks
Castellano, C., Loreto, V., Barrat, A., Cecconi, F., & Parisi, D. (2005) · Physical Review E · doi:10.1103/physreve.71.066107 · Cited by 144 · see citing works
What Sociologists Should Know About Complexity
Page, S. E. (2015) · Annual Review of Sociology · doi:10.1146/annurev-soc-073014-112230 · Cited by 142 · see citing works
Xia, H., Wang, H., & Xuan, Z. (2011) · International Journal of Knowledge and Systems Science · doi:10.4018/jkss.2011100106 · Cited by 136 · see citing works
Multilevel animal societies can emerge from cultural transmission
Cantor, M., Shoemaker, L. G., Cabral, R. B., Flores, C. O., Varga, M., & Whitehead, H. (2015) · Nature Communications · doi:10.1038/ncomms9091 · Cited by 141 · see citing works
Mnemonic convergence in social networks: The emergent properties of cognition at a collective level
Coman, A., Momennejad, I., Drach, R. D., & Geana, A. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1525569113 · Cited by 141 · see citing works
Ralston, D. A., Pounder, J. S., Lo, C. W., Wong, Y., Egri, C. P., & Stauffer, J. R. (2006) · Management and Organization Review · doi:10.1111/j.1740-8784.2006.00031.x · Cited by 143 · see citing works
Econophysics and sociophysics: Their milestones & challenges
Kutner, R., Ausloos, M., GRECH, D. K., Matteo, T. D., Schınckus, C., & Stanley, E. (2018) · Physica A Statistical Mechanics and its Applications · doi:10.1016/j.physa.2018.10.019 · Cited by 140 · see citing works
Anticonformity or Independence?—Insights from Statistical Physics
Nyczka, P., & Sznajd-Weron, K. (2013) · Journal of Statistical Physics · doi:10.1007/s10955-013-0701-4 · Cited by 134 · see citing works
O’Connor, C., & Weatherall, J. O. (2018) · European Journal for Philosophy of Science · doi:10.1007/s13194-018-0213-9 · Cited by 136 · see citing works
- Authors
- Axelrod, R.
- Affiliations
- University of Michigan (US)
- Corresponding author
- Axelrod, Robert
- ORCID
- Axelrod, Robert
- Venue
- Journal of Conflict Resolution
- Publisher
- SAGE Publications
- Published
- 1997-04
- Volume
- 41
- Issue
- 2
- Pages
- 203-226
- ISSN
- 0022-0027 (ISSN-L)
- 1552-8766
- OpenAlex
- W2151789396
- Semantic Scholar
- fb771ded31b3ee935a3458bdb469d6151505bd0b
- Cited by
- 1,918
- References
- 65
- Citations by year
- 2026: 64 · 2025: 86 · 2024: 77 · 2023: 73 · 2022: 53 · 2021: 84 · 2020: 151 · 2019: 96 · 2018: 109 · 2017: 99 · 2016: 121 · 2015: 116 · 2014: 81 · 2013: 97 · 2012: 84
- FWCI
- 3.88
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Conflict Resolution (publishedVersion)
- Deep Blue (University of Michigan) (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Opinion Dynamics and Social Influence
- Social Sciences › Cultural Studies › Language and cultural evolution
- Social Sciences › Sociology and Political Science › Evolutionary Game Theory and Cooperation
- Keywords
- cultural diffusion, social influence, cultural convergence, cultural change, agent-based modeling, adaptive models, polarization, local convergence, interaction range, multiple features
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review