Abstract
At times, human behavior seems erratic and irrational. Therefore, when modeling human decision-making, it seems reasonable to take the remarkable abilities of humans into account with respect to rational behavior, but also their apparent deviations from the normative standards of rationality shining up in certain rationality tasks. Based on well-known challenges for human rationality, together with results from psychological studies on decision-making and from previous work in the field of computational modeling of analogy-making, I argue that the analysis and modeling of rational belief and behavior should also consider context-related cognitive mechanisms like analogy-making and coherence maximization of the background theory. Subsequently, I conceptually outline a high-level algorithmic approach for a Heuristic Driven Theory Projection-based system for simulating context-dependent human-style rational behavior. Finally, I show and elaborate on the close connections, but also on the significant differences, of this approach to notions of “ecological rationality”.
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Besold, T.R., Gust, H., Krumnack, U., Abdel-Fattah, A., Schmidt, M., Kühnberger, K.U.: An Argument for an Analogical Perspective on Rationality & Decision-Making. In: Proc. of the Workshop on Reasoning About Other Minds (RAOM 2011). CEUR Workshop Proceedings, vol. 751, pp. 20–31, CEUR-WS.org (2011)
Besold, T.R., Schmidt, M., Gust, H., Krumnack, U., Abdel-Fattah, A., Kühnberger, K.U.: Rationality Through Analogy: On HDTP and Human-Style Rationality. In: Proc. of SAMAI: Similarity and Analogy-based Methods in AI, Workshop at ECAI 2012 (2012)
Besold, T.R., Kühnberger, K.U.: E Pluribus Multa In Unum: The Rationality Multiverse. In: Proc. of the 34th Annual Conference of the Cognitive Science Society. Cognitive Science Society, Austin (2012)
Rieskamp, J., Reimer, T.: Ecological rationality. In: Baumeister, R., Vohs, K. (eds.) Encyclopedia of Social Psychology, pp. 273–275. Sage (2007)
Evans, J.: Logic and human reasoning: An assessment of the deduction paradigm. Psychological Bulletin 128, 978–996 (2002)
Griffiths, T., Kemp, C., Tenenbaum, J.: Bayesian models of cognition. In: Sun, R. (ed.) The Cambridge Handbook of Computational Cognitive Modeling. Cambridge University Press (2008)
Gigerenzer, G., Hertwig, R., Pachur, T. (eds.): Heuristics: The Foundation of Adaptive Behavior. Oxford University Press (2011)
Osborne, M., Rubinstein, A.: A Course in Game Theory. MIT Press (1994)
Wason, P.C.: New Horizons in psychology. Penguin (1966)
Byrne, R.: Suppressing valid inferences with conditionals. Cognition 31(1), 61–83 (1989)
Tversky, A., Kahneman, D.: Extensional versus intuitive reasoning: The conjunction fallacy in probability judgement. Psychological Review 90(4), 293–315 (1983)
Gigerenzer, G.: Rationality for Mortals: How People Cope with Uncertainty. Oxford University Press (2008)
Chinchuluun, A., Pardalos, P., Migdalas, A., Pitsoulis, L. (eds.): Pareto Optimality, Game Theory and Equilibria. Springer (2008)
Cosmides, L., Tooby, J.: Cognitive Adaptions for Social Exchange. Oxford University Press (1992)
Wason, P.C., Shapiro, D.: Natural and contrived experience in a reasoning problem. The Quarterly Journal of Experimental Psychology 23(1), 63–71 (1971)
Stenning, K., van Lambalgen, M.: Human Reasoning and Cognitive Science. MIT Press (2008)
Johnson-Laird, P.: Mental Models. Harvard University Press (1983)
Holyoak, K., Gentner, D., Kokinov, B.: Introduction: The place of analogy in cognition. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, pp. 1–19. MIT Press (2001)
Gentner, D.: Structure mapping: A theoretical framework for analogy. Cognitive Science 7, 155–170 (1983)
Colman, A.M.: Cooperation, psychological game theory, and limitations of rationality in social interaction. Behavioral and Brain Sciences 26(2), 139–198 (2003)
Kokinov, B.: Analogy in decision-making, social interaction, and emergent rationality. Behavioral and Braind Sciences 26(2), 167–169 (2003)
Markman, A., Moreau, C.: Analogy and analogical comparison in choice. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, pp. 363–399. MIT Press (2001)
Kokinov, B.: Can a Single Episode or a Single Story Change our Willingness to Risk? The Role of Analogies in Decision-Making. In: Kokinov, B. (ed.) Advances in Cognitive Economics. NBU Press (2005)
Grice, H.P.: Logic and conversations. In: Cole, P., Morgan, J.L. (eds.) Syntax and Semantics. Speech Acts, vol. 3, pp. 41–58. Academic Press (1975)
Schwering, A., Krumnack, U., Kühnberger, K., Gust, H.: Syntactic principles of heuristic-driven theory projection. Cognitive Systems Research 10(3), 251–269 (2009)
Plotkin, G.D.: A note on inductive generalization. Machine Intelligence 5, 153–163 (1970)
Gust, H., Kühnberger, K., Schmid, U.: Metaphors and heuristic-driven theory projection (hdtp). Theoretical Computer Science 354, 98–117 (2006)
Schwenk, C.: Cognitive simplification processes in strategic decision-making. Strategic Management Journal 5(2), 111–128 (1984)
Kokinov, B., Petrov, A.: Integrating memory and reasoning in analogy-making: The AMBR model. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, pp. 59–124. MIT Press (2001)
Gilboa, I., Schmeidler, D.: Case-Based Decision Theory. The Quarterly Journal of Economics 110, 605–639 (1995)
Gilboa, I., Schmeidler, D.: A Theory of Case-Based Decisions. Cambridge University Press (2001)
Forbus, K., Gentner, D., Law, K.: MAC/FAC: A model of Similarity-based Retrieval. Cognitive Science 19(2), 141–205 (1995)
Rieskamp, J., Hoffrage, U.: Inferences under time pressure: How opportunity costs affect strategy selection. Acta Psychologica 127, 258–276 (2008)
Fishburn, P.: Lexicographics orders, utilities and decision rules: A survey. Management Science 20, 1442–1471 (1974)
Tohill, J., Holyoak, K.: The impact of anxiety on analogical reasoning. Thinking & Reasoning 6(1), 27–40 (2000)
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Besold, T.R. (2013). Rationality in Context: An Analogical Perspective. In: Brézillon, P., Blackburn, P., Dapoigny, R. (eds) Modeling and Using Context. CONTEXT 2013. Lecture Notes in Computer Science(), vol 8175. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-40972-1_10
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DOI: https://doi.org/10.1007/978-3-642-40972-1_10
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