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The Long-Term Benefits of Following Fairness Norms under Dynamics of Learning and Evolution

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EN
Abstrakty
EN
In this study we present a game-theoretic model of guilt in relation to sensitivity to norms of fairness. We focus on a specific kind of fairness norm à la Rawls according to which a fair society should be organized so as to admit economic inequalities to the extent that they are beneficial to the less advantaged agents. In a first step, we analyze the impact of the sensitivity to this fairness norm on the behavior of agents who play a repeated Prisoner’s Dilemma and learn via fictitious play. In a second step we transform the base game into a meta-game that represents a static description of a repeated game updated via fictitious play. We analyze such a meta-game under population dynamics by means of evolutionary game theory. Our results reveal two things: first of all, a great sensitivity to the fairness norm is beneficial in the long term when agents have the time to converge to mutual cooperation. Secondly, cooperativeness and fairness norm sensitivity can coevolve in a population of initially solely defectors.
Wydawca
Rocznik
Strony
121--148
Opis fizyczny
Bibliogr. 37 poz., tab., wykr.
Twórcy
autor
  • CNRS, Institut de Recherche en Informatique de Toulouse, Université Paul Sabatier, Toulouse, France
  • Department of Management, Ca’Foscari University, Venice, Italy
Bibliografia
  • [1] Rawls J. A theory of justice. Harvard University Press, Cambridge, 1971. ISBN-0674017722, 9780674017726.
  • [2] Aronfreed JM. Conduct and Conscience: The Socialization of Internalized Control Over Behavior. Academic Press,, New York, 1968. ISBN-10:1483210553, 13:978-1483210551.
  • [3] Gintis H. The hitchhiker’s guide to altruism: Gene-culture co- evolution, and the internalization of norms. Journal of Theoretical Biology, 2003;220(4):407-418. URL https://doi.org/10.1006/jtbi.2003.3104.
  • [4] Gintis H. The genetic side of gene-culture coevolution: internalization of norms and prosocial emotions. Journal of Economic Behavior and Organization, 2004;53:57-67. URL http://www.sciencedirect.com/science/article/pii/S0167-2681(03)00104-5.
  • [5] Andrighetto G, Villatoro D, Conte R. Norm internalization in artificial societies. AI Communications. 2010;23(4):325-339. URL http://dl.acm.org/citation.cfm?id=1898063.1898066.
  • [6] Andrighetto G, Villatoro D, Conte R. The role of norm internalizers in mixed populations. In: R. Conte, G. Andrighetto, and M. Campenni, editors, Minding Norms: Mechanisms and dynamics of social order in agent societies, pages 153-174. Oxford University Press, Oxford, 2013. doi:10.1093/acprof:oso/9780199812677.003.0010.
  • [7] Bicchieri C. The Grammar of Society: The Nature and Dynamics of Social Norms. Cambridge University Press, New York, 2006. ISBN-10:0521574900, 13:978-0521574907.
  • [8] De Jong S, Uyttendaele S, Tuyls K. Learning to reach agreement in a continuous ultimatum game. Journal of Artificial Intelligence Research, 2008;33:551. doi:10.1613/jair.2685.
  • [9] Rand DG, Tarnita CE, Ohtsuki H, Nowak, MA. Evolution of fairness in the one-shot anonymous ultimatum game. Proceedings of the National Academy of Sciences, 2013;110(7):2581-2586. doi:10.1073/pnas.1214167110.
  • [10] Nowak M, Sigmund K. Evolution of indirect reciprocity. Nature, 2005;437:1291-1298. doi:10.1038/ nature0413.
  • [11] Nowak M, Sigmund K. Evolution of indirect reciprocity by image scoring. Nature, 1998;393:573-577. doi:10.1038/31225.
  • [12] Alger I, Weibull J. Homo Moralis: Preference Evolution Under Incomplete Information and Assortative Matching. Econometrica, 2013;81(6):2269-2302. doi:10.3982/ECTA10637.
  • [13] Alger I, Weibull J. Evolution leads to Kantian morality. Games and Economic Behavior, 2016;98:56-67. URL https://doi.org/10.1016/j.geb.2016.05.006.
  • [14] Brown GW. Iterative solution of games by fictitious play. In T. C. Koopmans, editor, Activity Analysis of Production and Allocation,, pages 374-376. John Wiley, New York, 1951. ISBN-10:0300015399, 13:9780300015393.
  • [15] Alexander JM. The structural evolution of morality. Cambridge University Press, 2008. URL http://www.cambridge.org.
  • [16] Maynard Smith J. Evolution and the Theory of Games. Cambridge University Press; 1982. ISBN-10:0521288843, 13:978-0521288842.
  • [17] Taylor P, Jonker L. Evolutionarily Stable Strategies and Game Dynamics. Mathematical Biosciences, 1978;40:145-156. URL https://doi.org/10.1016/0025-5564(78)90077-9.
  • [18] Lorini E, Mühlenbernd R. The long-term benefits of following fairness norms: A game-theoretic analysis. In Q. Chen, P. Torroni, S. Villata, J. Hsu & A. Omicini, edsitors, PRIMA 2015: Principles and Practice of Multi-agent Systems, volume 9387 of Lecture Notes in Artificial Intelligence. Springer. 2015, pp. 301-318. URL https://doi.org/10.1007/978-3-319-25524-8_19.
  • [19] Bonnefon J-F, Shariff A, Rahwan I. The social dilemma of autonomous vehicles. Science, 2016; 352(6293):1573-1576. doi:10.1126/science.aaf2654.
  • [20] Searle J. Rationality in Action. MIT Press, Cambridge, 2001. ISBN-9780262194631.
  • [21] Harsanyi J. Cardinal welfare, individualistic ethics, and interpersonal comparisons of utility. Journal of Political Economy, 1955;63(4):309-321. URL http://www.jstor.org/stable/1827128.
  • [22] Brekke KA, Kverndokk S, Nyborg K. An economic model of moral motivation. Journal of Public Economics, 2003;87(9-10):1967-1983. URL https://doi.org/10.1016/S0047-2727(01)00222-5.
  • [23] Haidt J. The moral emotions. In R. J. Davidson, K. R. Scherer, and H. H. Goldsmith, editors, Handbook of Affective Sciences. Oxford University Press. 2003, pp. 852-870. ISBN-10:0195126017, 13:978-0195126013.
  • [24] Loomes G, Sugden R. Regret theory: An alternative theory of rational choice under uncertainty. Economic Journal, 1982;92(368):805-824. doi:10.2307/2232669.
  • [25] Vidal JM. Learning in multiagent systems: An introduction from a game-theoretic perspective. In E. Alonso, D. Kudenko, and D. Kazakov, editors, Adaptive Agents and Multi-agent Systems, volume 2636 of Lecture Notes in Computer Science. Springer-Verlag, Berlin. 2003, pp. 202-215. URL https://doi.org/10.1007/3-540-44826-8_13.
  • [26] Monderer D, Shapley LS. Fictitious play property for games with identical interests. Journal of Economic Theory, 1996;68(1):258-265. URL https://doi.org/10.1006/jeth.1996.0014.
  • [27] Miyazawa K. On the convergence of the learning process in a 2x2 non-zero-sum two-person game. Econometric Research Program, Research Memorandum 33, Princeton University, 1961. URL https://www.princeton.edu/~erp/ERParchives/archivepdfs/M33.pdf.
  • [28] Berger U. Fictitious play in 2xn games. Journal of Economic Theory, 2005;120:139-154. URL https://EconPapers.repec.org/RePEc:wpa:wuwpga:0303009.
  • [29] Fudenberg D, Levine DK. The theory of learning in games. MIT Press, Cambridge, 1998. ISBN-10:0262529246, 13:978-0262529242.
  • [30] Axelrod A. The Evolution of Cooperation. Basic books, 1984. ISBN-10:0465005640, 13:978-0465005642.
  • [31] Helbing D. A stochastic behavioral model and a ‘microscopic’ foundation of evolutionary game theory. Theory and Decision, 40(2):149-179, 1996. URL https://doi.org/10.1007/BF00133171.
  • [32] Schlag KH. Why imitaten and if so, how? Journal of Economic Theory, 1998;78(1):130-156. URL https://doi.org/10.1006/jeth.1997.2347.
  • [33] Börgers T, Sarin R. Learning through reinforcement and replicator dynamics. Journal of Economic Theory, 1997;77:1-14. URL https://doi.org/10.1006/jeth.1997.2319.
  • [34] Tuyls K, Nowé A. Evolutionary game theory and multi-agent reinforcement learning. The Knowledge Engineering Review, 2005;20(1):63-90. doi:10.1017/S026988890500041X.
  • [35] Panait L, Tuyls K, Luke S. Theoretical advantages of lenient learners: an evolutionary game theoretic perspective. Journal of Machine Learning Research, 2008;9:423-457. URL http://dl.acm.org/citation.cfm?id=1390681.1390694.
  • [36] Hofbauer J. The Selection Mutation Equation. Journal of Mathematical Biology, 1985;23:41-53. URL https://doi.org/10.1007/BF00276557.
  • [37] Binmore K. Natural justice. Oxford University Press, New York, 2005. doi:10.1093/acprof:oso/9780195178111.001.0001.
Uwagi
Opracowanie rekordu w ramach umowy 509/P-DUN/2018 ze środków MNiSW przeznaczonych na działalność upowszechniającą naukę (2018).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-d990a151-7f11-4acf-993f-c7f7bd493d0f
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