Abstract
Of late, due to the perceived advantages of the generative paradigm (Epstein 2002, 2005; Arthur 2004), a generative variant of agent based modelling and simulation, i.e. Agent Based Generative Social Simulation (ABGSS), has received a great impulse. In this paper, weak ABGSS, i.e. the thesis that growing a social effect is necessary but insufficient to explain it, is supported. Casting a critical eye on the debate about generative simulation, it will be argued that ABGSS needs to be fed by, but at the same time provides feedback to, two theoretical complxements which must be formulated prior and independent of simulation itself: (a) bottom-up theory of general local rules, and of the process from them to macroscopic effects; (b) theory of downward causation, showing how local rules are modified by the effects they contribute to achieve. This twofold thesis will be carried out while discussing three main examples of social phenomena: the witness effect, Schelling’s segregation model and the ethnic homogeneity of violence, and the minority game.
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References
Arthur, B.: Out-of-equilibrium Economico and Agent-Based Modelling. In: Judd, K., Tesfatsion, L. (eds.) Handbook of computational economics. Agent Based Computational Economics, vol. 2. Elsevier, Amsterdam (2005)
Axelrod, R.: A Model of the Emergence of New Political Actors. In: Gilbert, N., Conte, R. (eds.) Artificial Societies: the Computer Simulation of Social Life. University College Press, London (1995)
Bechtel, W., Mundale, J.: Multiple Realizability Revisited. In: Proc. Australian Cognitive Science Society (1997)
Bickhard, M.H.: Anticipation and Representation. In: AAAI Fall Symposium, From Reactive to Anticipatory Cognitive Embodied Systems, Hyatt Crystal City in Arlington, Virginia, November 3-6 (2005)
Castelfranchi, C.: Mind as an Anticipatory Device: For a Theory of Expectations. In: AAAI Fall Symposium, From Reactive to Anticipatory Cognitive Embodied Systems, Hyatt Crystal City in Arlington, Virginia, November 3-6 (2005)
Conte, R.: Artificial Social Intelligence: a necessity for agents’ systems developments. Knowledge Engineering Review 14(1), 1–10 (1999)
Dean, J.S., Gumerman, G.J., Epstein, J., Axtell, R.L., Swedland, A.C., Parker, M.T., MacCarrol, S.: Understanding Anasazi Culture Ch’ange Through Agent Based Modeling. In: Kohler, T.A., Gumerman, G.J. (eds.) Dynamics in Human and Primate Societies: Agent Based Modeling of Social and Spatial Processes. Oxford University Press, New York (1999)
Dennett, D.: Darwin’s Dangerous Idea. Simon & Schuster, New York (1995)
Gilbert, N.: Varieties of emergence. In: Proceedings of Agent 2002 Conference: Social agents: ecology, exchange, and evolution, Chicago, pp. 41–46 (2002)
Di Tosto, G., Paolucci, M., Conte, R.: Altruism Among Simple and Smart Vampires. International Journal of Cooperative Information Systems (in press)
Fontana, M.: Computer Simulation, Mathematics, and Economics. CESMEP, Torino Dip. Economia S. Cognetti de Martiis, Working Paper No. 06/2005
Epstein, J.M.: Generative Social Science. Studies in Agent-Based Computational Modeling. Princeton University Press, Princeton (2007)
Epstein, J.M., Hammond, R.A.: Non-explanatory equilibria in extremely simple game with (mostly) unattainable fixed points. Complexity 7(4) (2002)
Epstein, J.M.: Remarks on the Foundations of Agent-Based Generative Social Science, The Brookings Institute, Washington, DC, CSED Working Paper No. 41 (2005)
Epstein, J.M.: Agent-based computational models and generative social science. Complexity 4(5), 41–57 (1999)
Gruene-Yanoff, T.: The Explanatory Potential of Artificial Societies (2007), http://philsci-archive.pitt.edu/archive/00003669/
Hale, B.: Absolute Necessities, Noûs. Supplement: Philosophical Perspectives, Metaphysics 30(10), 93–117 (1996)
Hall, N.: Two Concepts of Causation. In: Collins, J., Hall, N., Paul, L.A. (eds.) Causation and Counterfactuals. MIT Press, Cambrdige (2004)
Harré, R.: Peripheral Vision. Discursive Psychology and the Boundaries of Sense. Organization Studies 25(8), 1435–1453 (2004)
Hartmann, S.: The world as a process. In: Hegselmann, R., et al. (eds.) Modelling and Simulation in the Social Sciences from a Philosophy of Science Point of View, pp. 77–100. Kluwer, Dordrecht (1996)
Hume (1739)
Janich, P., Psarros, N. (eds.): The Autonomy of Chemistry. 3rd Erlenmeyer-Colloquy for the Philosophy of Chemistry, Würzburg, Königshausen & Neumann (1998)
Kelly, M.: Inequality and Crime. The Review of Economics and Statistics 82(4), 530–539 (2000)
Kim, J.: Physicalism, or Something Near Enough. Princeton University Press, Princeton (2005)
Latané, B., Darley, J.M.: The unresponsive bystander: Why doesn’t he help? Prentice Hall, Englewood Cliffs (1970)
Lewis, D.: Convention: A Philosophical Study (1969)
Lorini, E., Falcone, R.: Modelling Expectations in Cognitive Agents. In: AAAI Fall Symposium, From Reactive to Anticipatory Cognitive Embodied Systems, Hyatt Crystal City in Arlington, Virginia, November 3-6 (2005)
Marx, K., Engels, F.: Selected Works. Lawrence and Wishart, London (1968)
Paolucci, M., Conte, R., Di Tosto, G.: A Model of Social Organization and the Evolution of Food Sharing in Vampire Bats. Adaptive Behavior 14(3), 223–239 (2006)
Pedone, R., Conte, R.: The Simmel Effect: Imitation and Avoidance in Social Hierarchies. In: Moss, S., Davidsson, P. (eds.) MABS 2000. LNCS, vol. 1979, pp. 149–156. Springer, Heidelberg (2001)
Sawyer, R.K.: The Mechanisms of Emergence. Philosophy of the Social Sciences 34(2), 260–282 (2004)
Schelling, T.C.: Dynamic Models of Segregation. Journal of Mathematical Sociology 1, 143–186 (1971)
Simon, H.: The Sciences of the Artificial, 3rd edn. MIT Press, Cambridge (1969/1993)
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Conte, R. (2009). From Simulation to Theory (and Backward). In: Squazzoni, F. (eds) Epistemological Aspects of Computer Simulation in the Social Sciences. EPOS 2006. Lecture Notes in Computer Science(), vol 5466. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01109-2_3
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DOI: https://doi.org/10.1007/978-3-642-01109-2_3
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