Abstract
Abstract. We present a tutorial for formalizing verbal theories of psychological phenomena – social or otherwise. The approach builds on concepts and tools from the mathematics of computation. We use intuitive examples and illustrate the intrinsic dialectical nature of the formalization process by presenting dialogues between two fictive characters, called Verbal and Formal. These characters’ conversations and thought experiments serve to highlight important lessons in theoretical modeling.
References
2007). Goal inference as inverse planning. 29th Proceedings of the Annual Meeting of the Cognitive Science Society, 779–784.
(2018). Sculpting computational-level models. Topics in Cognitive Science, 10(3), 641–648. https://doi.org/10.1111/tops.12282
(2019). Pragmatic communicators can overcome asymmetry by exploiting ambiguity. Open Science Framework. https://doi.org/10.31219/osf.io/q56xs
(2013). A computational-level explanation of the speed of goal inference. Journal of Mathematical Psychology, 57(3), 117–133. https://doi.org/10.1016/j.jmp.2013.05.006
(2014). Implementations are not specifications: Specification, replication and experimentation in computational cognitive modeling. Cognitive Systems Research, 27, 42–49. https://doi.org/10.1016/j.cogsys.2013.05.001
(1985). The nature of psychological explanation, MIT Press.
(2000).
(How does it work?” versus” what are the laws?”: Two conceptions of psychological explanation . In F. C. KeilR. A. WilsonEds., Explanation and cognition (pp. 117–144). MIT Press.2015).
(Levels of analysis in social psychology . In B. GawronskiG. V. BodenhausenEds., Theory and explanation in social psychology (pp. 24–40). Guilford Press.2020). How computational modeling can force theory building in psychological science. PsyArXiv. https://doi.org/10.31234/osf.io/rybh9
(2018). Social categorization in connectionist models: A conceptual integration. Social Cognition, 36(2), 221–246. https://doi.org/10.1521/soco.2018.36.2.221
(1968). The art of computer programming: Sorting and Searching. Addison-Wesley.
(2010). Tutorial on agent-based modelling and simulation. Journal of Simulation, 4(3), 151–162. https://doi.org/10.1057/jos.2010.3
(1982). Vision: A computational investigation into the human representation and processing of visual information. W. H. Freeman.
(2006). Mentalizing and Marr: An information processing approach to the study of social cognition. Brain Research, 1079(1), 66–75. https://doi.org/10.1016/j.brainres.2005.12.113
(2019). Between the devil and the deep blue sea: Tensions between scientific judgment and statistical model selection. Computational Brain & Behavior, 2(1), 28–34. https://doi.org/10.1007/s42113-018-0019-z
(2018). Demons of ecological rationality. Cognitive Science, 42(3), 1057–1066. https://doi.org/10.1111/cogs.12530
(2019).
(Why do echo chambers form? The role of trust, population heterogeneity, and objective truth . In A. GoelC. SeifertC. FreksaEds., Proceedings of the 41st Annual Conference of the Cognitive Science Society (pp. 918–923). Cognitive Science Society.1998). Connectionist models of social reasoning and social behavior, Psychology Press.
(2019). Naturalism, tractability and the adaptive toolbox. Synthese. Advance online publication. https://doi.org/10.1007/s11229-019-02431-2
(2020). How intractability spans the cognitive and evolutionary levels of explanation. Topics in Cognitive Science. Advance online publication. https://doi.org/10.1111/tops.12506
(1977). The intuitive psychologist and his [sic] shortcomings: Distortions in the attribution process. Advances in Experimental Social Psychology, 10, 173–220. https://doi.org/10.1016/S0065-2601(08)60357-3
(2007). Agent-based modeling: A new approach for theory-building in social psychology. Personality and Social Psychology Review, 11, 87–104.
(2020). Is peregistration worthwhile? Trends in Cognitive Sciences, 24(2), 94–95. https://doi.org/10.1016/j.tics.2019.11.009
(2000). Coherence in thought and action, The MIT Press.
(2006). Hot thought, The MIT Press.
(1998).
(Making sense of people: Coherence mechanisms . In S. J. ReadL. C. MillerEds., Connectionist models of social reasoning and social behavior (pp. 3–26). Erlbaum.2008). The tractable cognition thesis. Cognitive Science, 32(6), 939–984. https://doi.org/10.1080/03640210801897856
(in press). Theory before the test: How to build high-verisimilitude explanatory theories in psychological science. Perspectives on Psychological Science. https://doi.org/10.31234/osf.io/7qbpr
(2019). Cognition and intractability: A guide to classical and parameterized complexity analysis, Cambridge University Press. https://doi.org/10.1017/9781107358331
(2020). A computational model of the cultural co-evolution of language and mindreading. Synthese. https://doi.org/10.1007/s11229-020-02798-7
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