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Uncovering cognitive constraints is the bottleneck in resource-rational analysis

Published online by Cambridge University Press:  11 March 2020

Cvetomir Dimov*
Affiliation:
Department of Psychology, Carnegie Mellon University, Pittsburgh, PA15213. cdimov@andrew.cmu.edu

Abstract

A major constraint in resource-rational analysis is cognitive resources. Yet, uncovering the nature of individual components of the human mind has progressed slowly, because even the simplest behavior is a function of most (if not all) of the mind. Accelerating our understanding of the mind's structure requires more efforts in developing cognitive architectures.

Type
Open Peer Commentary
Copyright
Copyright © Cambridge University Press 2020

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References

Anderson, J. R. (1983) The architecture of cognition. Psychology Press.Google Scholar
Anderson, J. R. (1990) The adaptive character of thought. Psychology Press.Google Scholar
Anderson, J. R. (1991) The adaptive nature of human categorization. Psychological Review 98:409–29.CrossRefGoogle Scholar
Anderson, J. R. (2007) How can the human mind occur in the physical universe? Oxford University Press.CrossRefGoogle Scholar
Anderson, J. R., Bothell, D., Lebiere, C. & Matessa, M. (1998) An integrated theory of list memory. Journal of Memory and Language 38:341–80.CrossRefGoogle Scholar
Anderson, J. R. & Milson, R. (1989) Human memory: An adaptive perspective. Psychological Review 96(4):703–19. doi:10.1037/0033-295X.96.4.703.CrossRefGoogle Scholar
Anderson, J. R. & Schooler, L. J. (1991) Reflections of the environment in memory. Psychological Science 2(6):396408. doi:10.1111/j.1467-9280.1991.tb00174.x.CrossRefGoogle Scholar
Anderson, J. R., Zhang, Q., Borst, J. P. & Walsh, M. M. (2016) The discovery of processing stages: Extension of Sternberg's method. Psychological Review 123:481509.CrossRefGoogle ScholarPubMed
Borst, J. P. & Anderson, J. R. (2017) A step-by-step tutorial on using the cognitive architecture ACT-R in combination with fMRI data. Journal of Mathematical Psychology 76:94103.CrossRefGoogle Scholar
Budiu, R. & Anderson, J. R. (2004) Interpretation-based processing: A unified theory of semantic sentence comprehension. Cognitive Science 28:144.CrossRefGoogle Scholar
Dimov, C. M. & Link, D. (2017) Do people order cues by retrieval fluency when making probabilistic inferences? Journal of Behavioral Decision Making 30:843–54.CrossRefGoogle Scholar
Fechner, H. B., Pachur, T., Schooler, L. J., Mehlhorn, K., Battal, C., Volz, K. G. & Borst, J. P. (2016) Strategies for memory-based decision making: Modeling behavioral and neural signatures within a cognitive architecture. Cognition 157:7799.CrossRefGoogle ScholarPubMed
Marewski, J. N. & Schooler, L. J. (2011) Cognitive niches: An ecological model of strategy selection. Psychological Review 118:393437.CrossRefGoogle ScholarPubMed
Meyer, D. E. & Kieras, D. E. (1997a) A computational theory of executive cognitive processes and multiple-task performance: Part I. Basic mechanisms. Psychological Review 104(1):365. doi:10.1037/0033-295X.104.1.3.CrossRefGoogle Scholar
Meyer, D. E. & Kieras, D. E. (1997b) A computational theory of executive cognitive processes and multiple-task performance: Part 2. Accounts of psychological refractory-period phenomena. Psychological Review 104(4):749–91. doi:10.1037//0033-295X.104.4.749.CrossRefGoogle Scholar
Newell, A. (1990) Unified theories of cognition. Harvard University Press.Google Scholar
Oaksford, M. & Chater, N. (1994) A rational analysis of the selection task as optimal data selection. Psychological Review 101(4):608–31. doi:10.1037/0033-295X.101.4.608.CrossRefGoogle Scholar
Salvucci, D. D. & Taatgen, N. A. (2010) The multitasking mind. Oxford University Press.Google Scholar
Schneider, D. W. & Anderson, J. R. (2012) Modeling fan effects on the time course of associative recognition. Cognitive Psychology 64:127–60.CrossRefGoogle ScholarPubMed
Sims, C. R., Neth, H., Jacobs, R. A. & Gray, W. D. (2013) Melioration as rational choice: Sequential decision making in uncertain environments. Psychological Review 120:139–54.CrossRefGoogle ScholarPubMed
Taatgen, N. A. & Anderson, J. R. (2002) Why do children learn to say “broke”? A model of learning the past tense without feedback. Cognition 86:123–55.CrossRefGoogle Scholar