Abstract
This chapter addresses the collective realm computationally, using Evolutionary Game Theory in populations of individuals, to report on norms and morality emergence. These populations, to start with, are not equipped with much cognitive capability, and simply act from a predetermined set of actions. Our research has shown that the introduction of cognitive capabilities, such as intention recognition, commitment, apology, forgiveness, and revenge, separately and jointly, reinforce the emergence of cooperation in populations, comparatively to their absence. We then prospect future work concerned with adding guilt.
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- 1.
Mens rea, the intention or knowledge of wrongdoing that constitutes part of a crime, as opposed to the action or conduct of the accused. Compare with actus reus, action or conduct that is a constituent element of a crime, as opposed to the mental state of the accused. ORIGIN: mid 19th cent.: Latin, literally ‘guilty mind.’
References
Abeler, J., Calaki, J., Andree, K., Basek, C.: The power of apology. Econ. Lett. 107(2), 233–235 (2010)
Axelrod, R., Hamilton, W.D.: The evolution of cooperation. Science 211, 1390–1396 (1981)
Axelrod, R.: The Evolution of Cooperation. Basic Books, New York (1984)
Back, I., Flache, A.: The adaptive rationality of interpersonal commitment. Ration. Soc. 20, 65–83 (2008)
Buber, M.: Guilt and guilt feelings. Psychiatry 20(2), 114–129 (1957)
Cherry, T.L., McEvoy, D.M.: Enforcing compliance with enviromental agreements in the absence of strong institutions: an experimental analysis. Environ. Resour. Econ. 54(1), 63–77 (2013)
Cullough, M.E., Kurzban, R., Tabak, B.A.: Evolved mechanisms for revenge and forgiveness. In: Shaver, P.R., Mikulincer, M. (eds.) Human Agression and Violence: Causes, Manisfestations, and Consequences. American Psychological Association, Washington (2011)
Cushman, F.A., Macendoe, O.: The coevolution of punishment and prosociality among learning agents. In: Proceedings of 31st Annual Conference of the Cognitive Science Society. Cognitive Science Society, Austin, TX (2009)
Damasio, A.: Descartes’s Error. Avon, New York (1994)
Fehr, E., Gachter, S.: Altruistic punishment in humans. Nature 415, 137–140 (2002)
Fessler, D.M.T., Haley, K.J.: The strategy of affect: emotions in human cooperation. Genetic and Cultural Evolution of Cooperation. The MIT Press, Cambridge (2012)
Fischbacher, U., Utikal, V.: On the acceptance of apologies. Games Econ. Behav. 82, 592–608 (2013)
Fischer, K.W., Tangney, J.P.: Self-conscious emotions and the affect revolution: framewok and introduction. In: Fischer, K.W., Tangney, J.P. (eds.) The Self-conscious Emotions: Shame, Guilt, Embarrassment, and Pride. Guilford Press, New York (1995)
Frank, R.: Passions within Reason: The strategic Role of the Emotions. W. W. Norton, New York (1988)
Han, T.A.: Intention Recognition, Commitments and Their Roles in the Evolution of Cooperation: From Artificial Intelligence Techniques to Evolutionary Game Theory Models. SAPERE. Springer, Berlin (2013)
Han, T.A., Pereira, L.M.: State-of-the-art of intention recognition and its use in decision making. AI Commun. 26(2), 237–246 (2013)
Han, T.A., Pereira, L.M., Lenaerts, T.: Avoiding or restricting defectors in public goods games? J. R. Soc. Interface 12(103) (2015)
Han, T.A., Pereira, L.M., Santos, F.C.: Intention recognition promotes the emergence of cooperation. Adapt. Behav. 19, 264–279 (2011)
Han, T.A., Pereira, L.M., Santos, F.C.: Corpus-based intention recognition in cooperation dilemmas. Artif. Life 18(4), 365–383 (2012)
Han, T.A., Pereira, L.M., Santos, F.C.: The emergence of commitments and cooperation. In: Proceedings of 11th International Conference on Autonomous Agents and Multiagent Systems (2012)
Han, T.A., Pereira, L.M., Santos, F.C.: Intention recognition, commitment, and the evolution of cooperation. In: Proceedings of IEEE Congress on Evolutionary Computation (2012)
Han, T.A., Pereira, L.M., Santos, F.C., Lenaerts, T.: Good agreements make good friends. Nat. Sci. Rep. 3(2695) (2013). doi:10.1038/srep02,695
Han, T.A., Pereira, L.M., Santos, F.C., Lenaerts, T.: Emergence of cooperation via intention recognition, commitment, and apology—a research summary. AI Commun. 28 (2015). doi:10.3233/AIC-150672
Han, T.A., Pereira, L.M., Santos, F.C., Lenearts, T.: Why is it so hard to say sorry: the evolution of apology with commitments in the iterated prisoner’s dilemma. In: IJCAI 2013, pp. 177–183. AAAI Press (2013)
Han, T.A., Santos, F.C., Lenaerts, T., Pereira, L.M.: Synergy between intention recognition and commitments in cooperation dilemmas. Nat. Sci. Rep. 5(9312) (2015)
Han, T.A., Saptawijaya, A., Pereira, L.M.: Moral reasoning under uncertainty. In: Proceedings of 18th International Conference on Logic for Programming, Artificial Intelligence and Reasoning (LPAR), LNCS, vol. 7180, pp. 212–227, Springer (2012)
Hofbauer, J., Sigmund, K.: Evolutionary Games and Population Dynamics. Cambridge University Press, New York (1998)
Ketelaar, T., Au, W.T.: The effect of feeling guilt on the behaviour of uncooperative individuals in repeated social bargaining games: an affect as information interpretation of the role of emotion in social interaction. Cogn. Emot. 17(3) (2003)
Lewis, M.: Thinking and feeling—the elephant’s tail. In: Maher, C.A., Schwebel, M., Fagley, N.S. (eds.) Thinking and Problem Solving in the Developmental Process: International Perspectives. Erlbaum, NJ (1990)
Mameli, M.: The role of emotions in ecological and practical rationality. Emotion Evolution and Rationality. Oxford University Press, Oxford (2004)
Martinez-Vaquero, L.A., Cuesta, J.A.: Evolutionary stability and resistance to cheating in an indirect reciprocity model based on reputation. Phys. Rev. E 87(5), 052810 (2013)
Martinez-Vaquero, L.A., Cuesta, J.A.: Spreading of intolerance under economic stress: results from a reputation-based model. Phys. Rev. E 90(2), 022805 (2014)
Martinez-Vaquero, L.A., Han, T.A., Pereira, L.M., Lenaerts, T.: Apology and forgiveness evolve to resolve failures in cooperative agreements. Nat. Sci. Rep. 5(10639) (2015)
McCullough, M.E.: Beyond Revenge, the Evolution of the Forgiveness Instinct. Jossey-Bass, San Fransisco (2008)
McCullough, M.E., Pedersen, E.J., Tabak, B.A., Carter, E.C.: Conciliatory gestures promote forgiveness and reduce anger in humans. Proc. Natl. Acad. Sci. U.S.A 111, 11211–11216 (2014)
Nesse, R.M.: Evolution and the Capacity for Commitment. Russell Sage, New York (2001)
Niedenthal, P.M., Tangney, J.P., Gavanski, I.: “If only I weren’t” versus “If only I hadn’t”: distinguishing shame and guilt in counterfactual thinking. J. Pers. Soc. Psychol. 67, 585–595 (1994)
Nowak, M.A., Sigmund, K.: Tit for tat in heterogeneous populations. Nature 355, 250–253 (1992)
Nowak, M.A.: Five rules for the evolution of cooperation. Science 314(5805), 1560–1563 (2006)
Ohtsubo, Y., Watanabe, E.: Do sincere apologies need to be costly? Test of a costly signaling model of apology. Evolution and Human Behavior 30(2), 114–123 (2009)
Okamoto, K., Matsumura, S.: The evolution of punishment and apology: an iterated prisoner’s dilemma model. Evol. Ecol. 14, 703–720 (2000)
Pereira, L.M.: Evolutionary tolerance. In: Magnani, L., Ping, L. (eds.) Philosophy and Cognitive Science—Western & Eastern Studies. SAPERE, pp. 263–287. Springer, Berlin (2012)
Pereira, L.M.: Software sans emotions but with ethical discernment. In: Silva, S.G. (ed.) Morality and Emotion: (Un)conscious Journey to Being. Routledge, London (2016)
Pereira, L.M., Saptawijaya, A.: Modelling morality with prospective logic. In: Anderson, M., Anderson, S.L. (eds.) Machine Ethics, pp. 398–421. Cambridge University Press, New York (2011)
Pereira, L.M., Saptawijaya, A.: Abduction and beyond in logic programming with application to morality. Accepted at Frontiers of Abduction, a special issue of IfCoLog Journal of Logics and their Applications. Available from (preprint) http://goo.gl/yhmZzy (2015)
Pereira, L.M., Saptawijaya, A.: Bridging two realms of machine ethics. In: White, J.B., Searle, R. (eds.) Rethinking Machine Ethics in the Age of Ubiquitous Technology. IGI Global, Pennsylvania (2015)
Pope, A.: An Essay on Criticism, part II. Lewis, W. Russel Street, Covent Garden (1711)
Rawls, J.: A Theory of Justice. Harvard University Press, Cambridge (1971)
Saptawijaya, A., Pereira, L.M.: The potential of logic programming as a computational tool to model morality. In: Trappl, R. (ed.) A Construction Manual for Robots’ Ethical Systems: Requirements, Methods, Implementations, Cognitive Technologies. Springer, New York (2015)
Schneider, F., Weber, R.A.: Long-term commitment and cooperation. Tech. Rep. working paper series, University of Zurich, Department of Economics (2013)
Sigmund, K.: The Calculus of Selfishness. Princeton University Press, Princeton (2010)
Smith, N.: I Was Wrong: the Meanings of Apologies, vol. 8. Cambridge University Press, New York (2008)
Sterelny, K.: The Evolved Apprentice. MIT Press, Cambridge (2012)
Takaku, S., Weiner, B., Ohbuchi, K.: A cross-cultural examination of the effects of apology and perspective taking on forgiveness. J. Lang. Soc. Psychol. 20, 144–166 (2001)
Tangney, J.P., Dearing, R.: Shame and Guilt. Guilford Press, New York (2002)
Tangney, J.P., Stuewig, J., Malouf, E.T., Youman, K.: Communicative functions of shame and guilt. In: Sterelny, K., Joyce, R., Calcott, B., Fraser, B. (eds.) Cooperation and Evolution. The MIT Press, Cambridge (2013)
Trivers, R.L.: The evolution of reciprocal altruism. Q. Rev. Biol. 46, 35–57 (1971)
Tzeng, J.Y.: Toward a more civilized design: studying the effect of computers that apologize. Int. J. Hum.-Comput. Stud. 61(3), 319–345 (2004)
Utz, S., Matzat, U., Snijders, C.: On-line repotation systems: the effects of feedback comments and reactions on building and rebuilding trust in on-line auctions. Int. J. Electron. Commer. 13(3), 95–118 (2009)
Winikoff, M.: Implementing commitment-based interactions. In: Proceedings of 6th International Conference on Autonomous Agents and Multiagent Systems (2007)
Wooldridge, M., Jennings, N.R.: The cooperative problem-solving process. J. Log. Comput. 9(4), 563–592 (1999)
Zahavi, A.: Mate selection—a selection for a handicap. J. Theo. Biol. 53(1), 205–214 (1975)
Zahavi, A.: The Handicap Principle: A Missing Piece of Darwin’s Puzzle. Oxford University Press, Oxford (1977)
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Pereira, L.M., Saptawijaya, A. (2016). Modeling Collective Morality via Evolutionary Game Theory. In: Programming Machine Ethics. Studies in Applied Philosophy, Epistemology and Rational Ethics, vol 26. Springer, Cham. https://doi.org/10.1007/978-3-319-29354-7_9
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