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The Dissemination of Culture

A Model with Local Convergence and Global Polarization

Bibliographic Data

ID6284369
AuthorsRobert Axelrod (0000-0003-4758-6590, University of Michigan, corresponding author)
Year1997
Volume41
Issue2
Pages203-226
Publication date1997-04-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Conflict Resolution (JOURNAL)
Journal identifiersISSN: 0022-0027 • E-ISSN: 1552-8766
PublisherSAGE Publications Inc (PUBLISHER)
DOI10.1177/0022002797041002001
OpenAlexW2151789396
LanguageEN
Citations received301
References cited40

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

Combinatorics · Convergence (economics · Economic geography · Economics · Epistemology · Feature (linguistics · Geography · Homogeneous · Mechanism (biology · Polarization (electrochemistry · Premise · Social influence · Complex Network Analysis Techniques · Computer Science · Evolutionary Game Theory and Cooperation · Mathematics · Opinion Dynamics and Social Influence · Psychology · Social Psychology

  • Diversity and Expertise in Binary Classification Problems

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  • Social influence and the adaptation of parochial altruism

    Open Access•Y S Chiang, Yen-Sheng Chiang et al.•Evolution and Human Behavior•2015

  • Biology, sociology, geology by computational physicists

    Dietrich Stauffer, SUZANA MOSS DE OLIVEIRA•Biology, sociology, geology by…•2006

  • Citizenship and Contemporary Direct Democracy

    Open Access•David Altman•Citizenship and Contemporary…•2018

  • Behavioral Modernity and the Cultural Transmission of Structured Information

    Open Access•Mark E Madsen, C P Lipo•Learning Strategies and Cultural…•2015

  • Simulating Geographical Variation in Material Culture

    Open Access•Mirna Kovacevic, Shennan et al.•Learning Strategies and Cultural…•2015

  • Anticipation and the Dynamics of Expectations

    Open Access•L Leydesdorff•Evolutionary Dynamics of…•2021

  • Computer Simulations of Opinions and their Reactions to Extreme Events

    Santo Fortunato, Dietrich Stauffer•Extreme Events in Nature and…•2006

  • A Buddha Land in This World

    Open Access•Lajos Brons•Buddha Land in This World•2022

  • Political Disagreement

    Open Access•Robert Huckfeldt, Paul E Johnson et al.•Political Disagreement•2004

  • Complex networks

    Open Access•Silvy Boccaletti, Latora et al.•Physics Reports•2006

  • Manifesto of computational social science

    Open Access•Rosaria Conte, Nigel Gilbert et al.•The European Physical Journal…•2012

  • Isolation-by-distance, homophily, and “core” vs. “package” cultural evolution models in Neolithic Europe

    Open Access•Shennan, Stephen J Shennan et al.•Evolution and Human Behavior•2015

  • Network science on belief system dynamics under logic constraints

    Open Access•N E Friedkin, Anton V Proskurnikov et al.•Science•2016

  • Statistical physics of social dynamics

    Open Access•Claudio Castellano, Santo Fortunato et al.•Reviews of Modern Physics•2009

  • Agent-Based Modeling

    Open Access•Eliot R Smith, Frederica R Conrey•Personality and Social Psychology…•2007

  • How digital media drive affective polarization through partisan sorting

    Open Access•Petter Törnberg•Proceedings of the National…•2022

  • Modeling civil violence

    Open Access•Joshua M Epstein•Proceedings of the National…•2002

  • The structure and dynamics of multilayer networks

    Open Access•S Boccaletti, G Bianconi et al.•Physics Reports•2014

  • Social networks and environmental outcomes

    Open Access•M Louise Barnes, John Lynham et al.•Proceedings of the National…•2016

  • Culture-based development in the USA

    Open Access•Annie Tubadji, Brian J Osoba et al.•Journal of Cultural Economics•2015

  • Introduction

    Open Access•Beth A Simmons, Frank Dobbin et al.•Global Diffusion of Markets and…•2008

  • Sobre las limitaciones de Big Data en ciencias sociales

    Open Access•IGNACIO MAESTRO CANO•Sociología y tecnociencia•2019

  • The emergence of polarised groups through source filtering

    Open Access•Fredrik Jansson, Anandi Hattiangadi•Humanities and Social Sciences…•2025

  • Revisiting international human rights treaties

    Open Access•Dissa Syakina Ahdanisa, Steven B Rothman•SN Social Sciences•2020

  • How Misinformation Diffuses on Online Social Networks

    Open Access•Mengyi Zhang, Qingxing Dong et al.•IEEE Transactions on Computational…•2025

  • Diffusion of Ordinal Opinions in Social Networks

    Open Access•Xiaoxue Liu, Shōhei Kato et al.•IEEE Transactions on Computational…•2025

  • Computational Science of Religion

    Justin Lane, Justin E Lane et al.•Journal for the Cognitive Science…•2021

  • Unpacking knowledge systems for collective action towards sustainability

    Open Access•Cristina I Apetrei, Nicolas Jager et al.•Sustainability Science•2026

  • Social determinants of adaptive and transformative responses to climate change

    Open Access•M Louise Barnes, Peng Wang et al.•Nature Climate Change•2020

  • The Spread of Beliefs in Partially Modularized Communities

    Open Access•Robert L Goldstone, Marina Dubova et al.•Perspectives on Psychological…•2024

  • Should knowledge be distorted? Managers' knowledge distortion strategies and organizational learning in different environments

    Open Access•Jiamin Dong, Renjing Liu et al.•The Leadership Quarterly•2021

  • The influence of membership fluidity on the coevolution of the social and knowledge systems in online knowledge communities

    Open Access•Jiangnan Qiu, Wenjing Gu et al.•Information Technology and People•2024

  • Unbundling the effect of political instability on income redistribution

    Open Access•Trung Viet Vu•European Journal of Political…•2022

  • The Emergence of Collective Moral Disengagement

    Open Access•Ulf Schaefer, Urs Mueller et al.•Journal of Business Ethics•2026

  • International research collaboration

    Open Access•Jorge Cerdeira, João R Mesquita et al.•Scientometrics•2023

  • The cultural impact on social cohesion

    Open Access•Darius Plikynas, Arūnas Miliauskas et al.•Quality & Quantity•2022

  • Social determinants of citations

    Open Access•Carlo D’ippoliti, Carlo D'Ippoliti et al.•Kyklos•2023

  • Mixed Methods Research – Nonverbal Observations of Cultural Convergence in Online and Offline Contexts

    Chia-Ling Lynn Ho, Chad Whittle et al.•Journal of Intercultural…•2020

  • Social capital online

    Tetsuro Kobayashi, K Ikeda et al.•Information Communication & Society•2006

  • Comparing the structures of storytelling and magic for science communication with an agent-based model

    Open Access•José Ilić-García, Fernando Izaurieta et al.•Public Understanding of Science•2022

  • Implementations, interpretative malleability, value-laden-ness and the moral significance of agent-based social simulations

    Open Access•Nuno David•AI & Society•2023

  • Agent-based computational models

    Open Access•Andreas Flache, Carlos A De Matos Fernandes•Research Handbook on Analytical…•2021

  • Collective Decision-Making

    Open Access•Heiko Hamann•Swarm Robotics•2026

  • Mathematical Modeling of Language Games

    Open Access•Vittorio Loreto, Andrea Baronchelli et al.•2010

  • EINSTein

    Andrew Ilachinski•Artificial Life Models in Software•2009

  • Exploring the New Frontier

    Open Access•Martin Neumann, Davide Secchi•Agent-Based Simulation of…•2016

  • Media and Influence

    William H Bennett•2010

  • Zur Methode der agenten-basierten Simulation in der Politikwissenschaft am Beispiel von Meinungsdynamik und Parteienwettstreit

    Open Access•Jan Lorenz•Jahrbuch Für Handlungs- und…•2012

  • Does Agent-based Modeling Flourish in Sociology? Mind the Gap between Social Theory and Agent-based Models

    Open Access•Yoshimichi Sato•Reconstruction of the Public…•2017

  • Collected Papers

    Mika Turkia•Simulating the Mind: A Technical…•2009

  • Computational Explorations of Compatibility and Innovation

    Ricardo Sosa, John S Gero•Trends in Computer Aided Innovation•2008

  • Introduction to “Learning Strategies and Cultural Evolution During the Palaeolithic”

    Open Access•Kenichi Aoki, Alex Mesoudi•Learning Strategies and Cultural…•2015

  • Social Norms, Cognitive Dissonance and Broadcasting

    Andrew J Bertie, Andrew Bertie et al.•Advances in Artificial Economics•2007

  • A Doubly Structural Network Model and Analysis on the Emergence of Money

    Masaaki Kunigami, Masato Kobayashi et al.•Simulating Interacting Agents and…•2010

  • Opinion Dynamics Through Natural Phenomenon of Grain Growth and Population Migration

    Open Access•P K Munjal, Puja Munjal et al.•Hybrid Intelligence for Social…•2017

  • Learning and Belief Dissemination Through Co-action

    Juliette Rouchier, Hironori Shiina•Advancing Social Simulation•2008

  • Towards Agent-Based Models of Cultural Dynamics

    Open Access•Jens Pfau, Y Kashima et al.•Perspectives on Culture and…•2014

  • Cultural Integration and Differentiation in Groups and Organizations

    Open Access•Michael Mäs, Andreas Flache et al.•Perspectives on Culture and…•2014

  • Service Adoption Spreading in Online Social Networks

    Open Access•Gerardo Iñiguez, Zhongyuan Ruan et al.•Complex Spreading Phenomena in…•2018

  • Modeling the Complex Network of Social Interactions

    Open Access•János Kertész, János Török et al.•Pathways Between Social Science…•2021

  • Aggregation and Emergence in Agent-Based Models

    Open Access•Banisch, Sven Banisch et al.•Proceedings of the European…•2013

  • A Generic Agent-Based Model of Historical Social Behaviors Change

    Open Access•Ahmed M’hamdi, Mohamed Nemiche et al.•Advances in Complex Societal,…•2017

  • Induced Cultural Globalization by an External Vector Field in an Enhanced Axelrod Model

    Open Access•Arezky H Rodrı́guez, Arezky H Rodríguez et al.•7th International Conference on…•2009

  • Simulating Patagonian Territoriality in Prehistory

    Open Access•J A Barceló, Florencia Del Castillo et al.•Agent-Based Modeling and…•2015

  • Self-organization in Communicating Groups

    Francis Heylighen•Complexity Perspectives on…•2013

  • Validating Simulations

    Open Access•Nuno David•Simulating Social Complexity•2013

  • Opinion Dynamics

    Open Access•Alina Sîrbu, Vittorio Loreto et al.•Participatory Sensing, Opinions…•2017

  • Combining Mathematical and Simulation Approaches to Understand the Dynamics of Computer Models

    Open Access•Luis R Izquierdo, Segismundo S Izquierdo et al.•Simulating Social Complexity•2013

  • Estimating Impact

    Open Access•Alexander Kott, Gary Citrenbaum•Estimating Impact•2010

  • Nerd and Norms

    Open Access•Peter Danielson, Alex Mesoudi et al.•Philosophy of Science•2008

  • The Social Structure of the World Polity

    J Beckfield•American Journal of Sociology•2010

  • Une modélisation géographiquement explicite d’interaction culturelle. Dialectes crétois modernes, archéologie de l’âge du Bronze

    Open Access•A Bevan, Enrico R Crema et al.•Les Nouvelles de l archéologie•2014

  • From hidden populations to social structure

    Open Access•M J Lubbers, B Volker et al.•Social Networks•2026

  • Deterministic models for opinion formation through communication

    Open Access•Ons Abid, Salma Jamoussi et al.•Online Social Networks and Media•2018

  • Dynamics of Uncertain and Conflicting Opinions in Social Networks

    Open Access•Jin-Hee Cho•IEEE Transactions on Computational…•2018

  • Competing Opinions and Stubbornness

    Open Access•Keith Burghardt, William Rand et al.•SSRN Electronic Journal•2015

  • Topological study of the convergence in the voter model

    Open Access•Inés Caridi, Sergio Manterola et al.•Applied Network Science•2019

  • A Doubly Structural Network Model

    Open Access•Masaaki Kunigami, Masato Kobayashi et al.•Evolutionary and Institutional…•2010

  • Scientific Polarization

    Open Access•Cailin O’connor, Cailin mname O'Connor et al.•SSRN Electronic Journal•2017

  • Will the Personalization of Online Social Networks Foster Opinion Polarization

    Open Access•Michaël Maes, Lukas Bischofberger•SSRN Electronic Journal•2015

  • Coherence and Correspondence in the Network Dynamics of Belief Suites

    Open Access•Patrick Grim, Andrew Modell et al.•EPISTÉMÈ•2016

  • Networks, Interdependence, and Social Influence in Politics

    Robert Huckfeldt, Jeffrey J Mondak et al.•The Oxford Handbook Of Political…•2013

  • Is There Negative Social Influence? Disentangling Effects of Dissimilarity and Disliking on Opinion Shifts

    Open Access•KKroly Takkcs, Andreas Flache et al.•SSRN Electronic Journal•2014

  • Political Culture and Covalent Bonding. A Conceptual Model of Political Culture Change

    Open Access•Camelia Florela Voinea•SSRN Electronic Journal•2015

  • Vectorial-Opinion Dynamics With Familiarity Neighborhoods in Virtual Social Groups

    Open Access•Narayani Vedam, Debasish Ghose•IEEE Transactions on Computational…•2021

  • Biased Processing and Opinion Polarisation

    Open Access•Banisch, Sven Banisch et al.•SSRN Electronic Journal•2021

  • A model of deliberation based on Rawls’s political liberalism

    Open Access•Mostapha Benhenda•Social Choice and Welfare•2010

  • Micro Influence and Macro Dynamics of Opinions

    Open Access•Bernhard Clemm Von Hohenberg, Michaël Maes et al.•SSRN Electronic Journal•2017

  • When Politicians Talk

    Open Access•Haiko Lietz, Claudia Wagner et al.•Proceedings of the International…•2014

  • Scientific polarization

    Open Access•Cailin O’connor, James Owen Weatherall•European Journal for Philosophy…•2018

  • Local Convergence and Global Diversity

    Open Access•Andreas Flache, Michael W Macy•Journal of Conflict Resolution•2011

  • The dual attitudinal dynamics of public opinion

    Open Access•Katsuma Mitsutsuji, Susumu Yamakage•Quality & Quantity•2019

  • A cultural evolution theory for contemporary polarization trends in moral opinions

    Open Access•Kimmo Eriksson, Irina Vartanova et al.•Humanities and Social Sciences…•2024

  • The Coevolution of Social Networks and Cognitive Dissonance

    Open Access•Roger M Whitaker, Gualtiero B Colombo et al.•IEEE Transactions on Computational…•2021

  • Multi-Equilibria Regulation Agent-Based Model of Opinion Dynamics in Social Networks

    Open Access•Andreas G Koulouris, Andreas Koulouris et al.•Interdisciplinary Description of…•2013

  • Unveiling Agents’ Confidence in Opinion Dynamics Models via Graph Neural Networks

    Open Access•Víctor A Vargas-Pérez, Jesús Giráldez-Cru et al.•IEEE Transactions on Computational…•2024

  • Development

    Joseph A Schumpeter, Hans Ulrich Esslinger et al.•Journal of Economic Literature•2005

  • Diversity and Resistance to Change

    Open Access•Charles Lassiter, Vinai Norasakkunkit et al.•Frontiers in Psychology•2018

  • A Model for Decision Making Under the Influence of an Artificial Social Network

    Open Access•Alex Cassidy, Eric Cawi et al.•IEEE Transactions on Computational…•2017

  • Micromotives and macrobehavior

    Thomas C Schelling•Micromotives and macrobehavior•1978

  • Emergent Actors in World Politics

    Lars-Erik Cederman•Emergent Actors in World Politics•1997

  • Exploration and Exploitation in Organizational Learning

    James G March•Organization Science•1991

  • An evolutionary theory of economic change

    Richard R Nelson•An evolutionary theory of…•1982

  • Conflict

    Georg Simmel•Conflict•1955

  • Genes, Mind, and Culture

    Charles J Lumsden, Edward Osborne Wilson•Genes, Mind, And Culture•2005

  • Exploring Realpolitik

    Thomas R Cusack, Richard J Stoll•Exploring Realpolitik•1990

  • The Clash of Civilizations

    Open Access•Samuel P Huntington•Culture and Politics•2000

  • Artificial Societies

    G Nigel Gilbert, Nigel Gilbert et al.•Artificial Societies•2006

  • Cultural Transmission and Evolution

    Open Access•Paul A Ballonoff, Paul Ballonoff•Journal of Economic Behavior &…•1985

  • Making Democracy Work

    Robert D Putnam, Robert Leonardi et al.•Making Democracy Work•1994

  • Coevolution

    W H Durham•Coevolution•1991

  • Conflict as a determinant of territory

    Open Access•Philip A Schrodt•Systems Research and Behavioral…•1981

  • Growing Artificial Societies

    Francis Fukuyama, Joshua M Epstein et al.•Foreign Affairs•1997

  • From private attitude to public opinion

    Andrzej Nowak, Jacek Szamrej et al.•Psychological Review•1990

  • Social influence and opinions

    N E Friedkin, Eugene C Johnsen•Journal of Mathematical Sociology•1990

  • Measuring emergent social phenomena

    Open Access•Bibb Latane, Andrzej Nowak et al.•Systems Research and Behavioral…•1994

  • The constitution of society

    Anthony Giddens•The constitution of society•1984

  • Convention

    David Lewis•Convention•2002

  • Making Democracy Work

    Robert D Putnam, Robert Leonardi et al.•Making Democracy Work•1994

  • Discussant Effects on Vote Choice

    Robert Huckfeldt, John Sprague•The Journal of Politics•1991

  • A Computer Simulation Model of Community Referendum Controversies

    Robert P Abelson, Alex Bernstein•Public Opinion Quarterly•1963

  • A Theory of Group Stability

    K M Carley, Kathleen Carley•American Sociological Review•1991

  • A History of Ethnology

    Open Access•Fred W Voget•RAIN•1976

  • The Use of Electronic Computers in the Study of Social Organisation

    Open Access•James S Coleman•European Journal of Sociology•1965

  • An Evolutionary Approach to Norms

    Open Access•Robert Axelrod•American Political Science Review•1986

  • The Clash of Civilizations

    Samuel P Huntington•Foreign Affairs•1993

  • Political Attitudes and the Local Community

    Open Access•Robert D Putnam•American Political Science Review•1966

  • Imagined Communities. Reflections on the Origin and Spread of Nationalism

    Anthony Reid, Benedict Anderson•Pacific Affairs•1985

  • Network Studies of Social Influence

    Open Access•P V Marsden, N E Friedkin•Sociological Methods & Research•1993

Unique citing works301
Citations per year10,75
Citation span1998 - 2026 (29)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 299

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