Social conventions govern countless behaviors all of us engage in every day, from how we greet each other to the languages we speak. But how can shared conventions emerge spontaneously in the absence of a central coordinating authority? The Naming Game model shows that networks of locally interacting individuals can spontaneously self-organize to produce global coordination. Here, we provide a gentle introduction to the main features of the model, from the dynamics observed in homogeneously mixing populations to the role played by more complex social networks, and to how slight modifications of the basic interaction rules give origin to a richer phenomenology in which more conventions can co-exist indefinitely.
2002 “Statistical mechanics of complex networks.” Review of Modern Physics 741: 559–564.
Barabáasi, Albert-Láaszláo and Reka Albert
1999 “Emergence of scaling in random networks.” Science 2861: 509.
Baronchelli, Andrea
2007Statistical mechanics approach to language games. Ph. D. thesis, Universita di Roma La Sapienza.
Baronchelli, Andrea
2011 “Role of feedback and broadcasting in the naming game.” Physical Review E 83 (4): 046103.
Baronchelli, Andrea, Luca Dall’Asta, Alain Barrat, and Vittorio Loreto
2006a “Bootstrapping communication in language games: Strategy, topology and all that.” In The Evolution of Language: Proceedings of the 6th International Conference (EVOLANG6), ed. by Angelo Cangelosi, Andrew D.M. Smith, and Kenny Smith. World Scientific Publishing Company.
Baronchelli, Andrea, Luca Dall’Asta, Alain Barrat, and Vittorio Loreto
2006b “Topology-induced coarsening in language games.” Phys. Rev. E (Statistical, Nonlinear, and Soft Matter Physics) 73 (1): 015102.
Baronchelli, Andrea, Luca Dall’Asta, Alain Barrat, and Vittorio Loreto
2006c “Topology-induced coarsening in language games.” Phys. Rev. E 73 (1): 015102.
Baronchelli, Andrea, Luca Dall’Asta, Alain Barrat, and Vittorio Loreto
2007 “Nonequilibrium phase transition in negotiation dynamics.” Phys. Rev. E 76 (5): 051102.
Baronchelli, Andrea and Albert Diaz-Guilera
2012 “Consensus in networks of mobile communicating agents.” Physical Review E 85 (1): 016113.
Baronchelli, Andrea, Maddalena Felici, Emmanuele Caglioti, V. Loreto, and Luc Steels
2006 “Sharp Transition towards Shared Vocabularies in Multi-Agent Systems.” Journal of Statistical Mechanics P06014.
Baronchelli, Andrea, Tao Gong, Andrea Puglisi, and Vittorio Loreto
2010 “Modeling the emergence of universality in color naming patterns.” Proc. Natl. Acad. of Sci. USA 1071: 2403.
Baronchelli, Andrea, Vittorio Loreto, and Andrea Puglisi
2015 “Individual Biases, Cultural Evolution, and the Statistical Nature of Language Universals: The Case of Colour Naming Systems.” PloS one 10 (5): e0125019.
Baronchelli, Andrea, Vittorio Loreto, and Luc Steels
2008 “In-depth analysis of the Naming Game dynamics: the homogeneous mixing case.” Int. J. Mod. Phys. C 191: 785.
Barrat, Alain, Marc Barthélemy, and Alessandro Vespignani
2008Dynamical Processes on Complex Networks. Cambridge: Cambridge University Press.
Blythe, Richard A.
2009 “Generic modes of consensus formation in stochastic language dynamics.” J. Stat. Mech: P02059.
Brigatti, Edgardo
2008 “Consequence of reputation in an open-ended naming game.” Physical Review E 78 (4): 46108.
Brigatti, Edgardo and Itzhak Roditi
2009 “Conventions spreading in openended systems.” New Journal of Physics 111: 023018.
Caldarelli, Guido
2007Scale-free networks: complex webs in nature and technology. Oxford University Press, USA.
Castellano, Claudio, Santo Fortunato, and Vittorio Loreto
2009 “Statistical physics of social dynamics.” Reviews of Modern Physics 811: 591–646.
Catanzaro, Michele, Mariá Boguñá, and Romualdo Pastor-Satorras
2005 “Generation of uncorrelated random scale-free networks.” Phys. Rev. E 71 (2): 027103.
Centola, Damon and Andrea Baronchelli
2015 “The spontaneous emergence of conventions: An experimental study of cultural evolution.” Proceedings ofthe National Academy of Sciences 112 (7): 1989–1994.
Chandler, Robert E., R. Herman, and Elliott W. Montroll
1958 “Traffic dynamics: studies in car following.” Operations Research 6 (2): 165–184.
Colaiori, Francesca, Claudio Castellano, Christine F. Cuskley, Vittorio Loreto, Martina Pugliese, and Francesca Tria
2015 “General three-state model with biased population replacement: Analytical solution and application to language dynamics.” Physical Review E 91 (1): 012808.
Cuskley, Christine F., Martina Pugliese, Claudio Castellano, Francesca Colaiori, Vittorio Loreto, and Francesca Tria
2014 “Internal and external dynamics in language: evidence from verb regularity in a historical corpus of English.” PloS one 9 (8): e102882.
Dall’Asta, Luca and Andrea Baronchelli
2006 “Microscopic activity patterns in the Naming Game.” J. Phys. A: Math. Gen. 391: 14851–14867.
Dall’Asta, Luca, Andrea Baronchelli, Alain Barrat, and Vittorio Loreto
2006a “Agreement dynamics on small-world networks.” Europhys. Lett. 73 (6): 969–975.
Dall’Asta, Luca, Andrea Baronchelli, Alain Barrat, and Vittorio Loreto
2006b “Non-equilibrium dynamics of language games on complex networks.” Phys. Rev. E 741: 036105.
De Vylder, Bart and Kris Tuyls
2006 “How to reach linguistic consensus: A proof of convergence for the naming game.” J. Theor. Bio. 242 (4): 818–831.
Erdös, Paul and Alfréd Rényi
1959 “On Random Graphs I.” Publ. Math. Debrecen 61: 290.
Erdös, Paul and Alfréd Rényi
1960 “On the evolution of random graphs.” Publ. Math. Inst. Hung. Acad. Sci. 71: 17.
Fu, Feng and Long Wang
2008 “Coevolutionary dynamics of opinions and networks: From diversity to uniformity.” Physical Review E 78 (1): 16104.
Glazer, Mike, Justin Wark, and Beate Schmittmann
2002 “Statistical mechanics: a survival guide.” American Journal of Physics 701: 1274.
Gonzáalez, Marta C., Cáesar A. Hidalgo, and A.L. Barabási
2008 “Understanding individual human mobility patterns.” Nature 453 (7196): 779–782.
Gosti, Giorgio
2007 “Role of the homonymy in the Naming Game.” Undergraduate thesis, Sapienza Univ. of Rome 2007.
Huang, Kerson
1987Statistical Mechanics. New York: John Wiley & Sons.
Jaeger, Herbert, Luc Steels, Andrea Baronchelli, Ted Briscoe, Christiansen Morten H., Thomas Griffiths, Gerhard Jäger, Simon Kirby, Natalia L. Komarova, Peter J. Richerson, and Jochen Triesch
2009 “What can Mathematical, Computational and Robotic Models Tell us About the Origins of Syntax?.” In Biological Foundations and Origin of Syntax, ed. by Bickerton Derek and Eörs Száthmary, 385–410. Strungmann Forum Reports, vol. 31. Cambridge, MA: MIT Press.
Komarova, Natalia and Partha Niyogi
2004 “Optimizing the mutual intelligibility of linguistic agents in a shared world.” Artif. Intell. 154 (1–2): 1–42.
Lei, Chuang, Te Wu, Long Wang, and Jian-Yuan Jia
2010 “Fast convergence in language games induced by majority rule.” Physica A 389 (19): 4046–4051.
Lenaerts, Tom, Bart Jansen, Karl Tuyls, and Bart De Vylder
2005 “The evolutionary language game: An orthogonal approach.” Journal of Theoretical Biology 235 (4): 566–582.
Lipowski, Adam and D. Lipowska
2008 “Bio-linguistic transition and Baldwin effect in an evolutionary naming-game model.” Int. J. of Mod. Phys. C 19 (3): 399–408.
Lipowski, Adam and Dorota Lipowska
2009 “Language structure in the n-object naming game.” Physical Review E 80 (5): 56107.
Liu, Run-Ran, Chun-Xiao Jia, Han-Xin Yang, and Bing-Hong Wang
2009 “Naming game on small-world networks with geographical effects.” Physica A 388 (17): 3615–3620.
Loreto, Vittorio, Animesh Mukherjee, and Francesca Tria
2012 “On the origin of the hierarchy of color names.” Proceedings of the National Academy of Sciences 109 (18): 6819–6824.
Loreto, Vittorio and Luc Steels
2007 “Social dynamics: the emergence of language.” Nat. Phys. 31: 758–760.
Lu, Qiming, Gyorgy Korniss, and BK. Szymanski
2008 “Naming games in two-dimensional and small-world-connected random geometric networks.” Physical Review E 77 (1): 16111.
Lu, Qiming, Gyorgy Korniss, and Boleslaw K. Szymanski
2006 “Naming games in spatially-embedded random networks.” In Proceedings of the 2006 American Association for Artificial Intelligence Fall Symposium Series, Interaction and Emergent Phenomena in Societies of Agents (AAAI Press, Menlo Park, CA 2006), 148–155.
Lu, Qiming, Gyorgy Korniss, and Boleslaw K. Szymanski
2009 “The Naming Game in social networks: community formation and consensus engineering.” Journal of Economic Interaction and Coordination 4 (2): 221235.
Marro, Joaquín and Ronald Dickman
1999Nonequilibrium Phase Transitions in Lattice Models. Cambridge (UK): Cambridge University Press.
Mistry, Dina, Qian Zhang, Nicola Perra, and Andrea Baronchelli
2015 “Committed activists and the reshaping of status-qRoditi, Itzhakuo social consensus.” Physical Review E 92 (4): 042805.
Molloy, Michael and Bruce Reed
1995 “A critical point for random graphs with a given degree sequence.” Random Struct. Algor. 61: 161–179.
Nardini, Cecilia, Balázs Kozma, and Alain Barrat
2008 “Who’s talking first? Consensus or lack thereof in coevolving opinion formation models.” Physical review letters 100 (15): 158701.
Pastor-Satorras, Romualdo and Alessandro Vespignani
Pastor-Satorras, Romualdo and Alessandro Vespignani
2004Evolution and Structure of the Internet: A Statistical Physics Approach. Cambridge (USA): Cambridge University Press.
Puglisi, Andrea, Andrea Baronchelli, and Vittorio Loreto
2008 “Cultural route to the emergence of linguistic categories.” Proc. Natl. Acad. Sci. USA 105 (23): 7936.
Roberts, Gareth, Jirka Lewandowski, and Bruno Galantucci
2015 “How communication changes when we cannot mime the world: Experimental evidence for the effect of iconicity on combinatoriality.” Cognition 1411: 52–66.
Sethna, James P.
2006Statistical mechanics: entropy, order parameters, and complexity. Oxford University Press, USA.
Steels, Luc
1995 “A self-organizing spatial vocabulary.” Artificial Life 2 (3): 319–332.
Steels, Luc
1999The Talking Heads Experiment. Volume 1. Words and Meanings. Antwerpen (Belgium): Laboratorium.
Tria, Francesca, Bruno Galantucci, and Vittorio Loreto
2012 “Naming a structured world: a cultural route to duality of patterning.” PloS one 7 (6): e37744.
Trianni, Vito, Daniele De Simone, Andreagiovanni Reina, and Andrea Baronchelli
2016 “Emergence of Consensus in a Multi-Robot Network: from Abstract Models to Empirical Validation.” IEEE Robotics and Automation Letters 1 (1): 348–353.
Wang, W.X., B.Y. Lin, C.L. Tang, and G.R. Chen
2007 “Agreement dynamics of finite-memory language games on networks.” Eur. Phys. J. B 60 (4): 529–536.
Watts, Duncan J.
1999Small-worlds: The Dynamics of Networks between Order and Randomness. Princeton, NJ (USA): Princeton University Press.
Watts, Duncan J. and Steven H. Strogatz
1998 “Collective dynamics of ‘small world’ networks.” Nature 3931: 440.
Wittgenstein, Ludwig
1953Philosophical Investigations. (Translated by Anscombe, G.E.M.). Oxford, UK: Basil Blackwell.
Xie, Jierui, Jeffrey Emenheiser, Matthew Kirby, Sameet Sreenivasan, Boleslaw K Szymanski, and Gyorgy Korniss
2012 “Evolution of opinions on social networks in the presence of competing committed groups.” PLoS One 7 (3): e33215.
Xie, Jierui, Sameet Sreenivasan, Gyorgy Korniss, Weituo Zhang, Chjan Lim, and Boleslaw K. Szymanski
2011 “Social consensus through the influence of committed minorities.” Physical Review E 84 (1): 011130.
Yang, Han-Xin, Wen-Xu Wang, and Bing-Hong Wang
2008 “Asymmetric negotiation in structured language games.” Phys. Rev. E 77 (2): 027103.
Zhang, Weituo and Chjan C. Lim
2010 “Noise in Naming Games, partial synchronization and community detection in social networks.” Arxiv preprint ar Xiv: 1008.4115.
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Zhou, Jianfeng, Yang Lou, Guanrong Chen & Wallace K.S. Tang
2018. Multi-language naming game. Physica A: Statistical Mechanics and its Applications 496 ► pp. 620 ff.
[no author supplied]
2020. Bibliography. In Languages in Space and Time, ► pp. 179 ff.
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