The DOI matches its Crossref record; 100 of the 104 references it cites were found in a registry or an index.
The soft constraints hypothesis: A rational analysis approach to resource allocation for interactive behavior.
Abstract
Soft constraints hypothesis (SCH) is a rational analysis approach that holds that the mixture of perceptual-motor and cognitive resources allocated for interactive behavior is adjusted based on temporal cost-benefit tradeoffs. Alternative approaches maintain that cognitive resources are in some sense protected or conserved in that greater amounts of perceptual-motor effort will be expended to conserve lesser amounts of cognitive effort. One alternative, the minimum memory hypothesis (MMH), holds that people favor strategies that minimize the use of memory. SCH is compared with MMH across 3 experiments and with predictions of an Ideal Performer Model that uses ACT-R's memory system in a reinforcement learning approach that maximizes expected utility by minimizing time. Model and data support the SCH view of resource allocation; at the under 1000-ms level of analysis, mixtures of cognitive and perceptual-motor resources are adjusted based on their cost-benefit tradeoffs for interactive behavior.
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“Raising the costs of externalisations (e.g., by adding additional physical or temporal demands) increases the use of internal strategies such as memory-based processing, whereas lowering the costs of externalisations increases the use of technical tools (e.g., Cary & Carlson, 2001; Gray & Fu, 2004; Gray et al., 2006; Morgan & Patrick, 2013; O’Hara & Payne, 1998; Schönpflug, 1986).”
From Consequences of cognitive offloading: Boosting performance but diminishing memory (2021) · cites this paper as Gray et al., 2006
In the citing paper
“the work of Fu and Gray (2000; see also Gray et al., 2006; Grinschgl, Meyerhoff, & Papenmeier, 2020; Patrick et al., 2015; Waldron et al., 2011) has shown that increasing access costs by adding temporal delays for each inspection of the model window results in a shift from offloading strategies to more memory-based strategies. Thus, higher temporal costs reduce offloading behaviour.”
From Consequences of cognitive offloading: Boosting performance but diminishing memory (2021) · cites this paper as Gray et al., 2006
Citations
Cites
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1956) · Psychological Review · doi:10.1037/h0043158 · Cited by 17,812
The magical number seven, plus or minus two: Some limits on our capacity for processing information.
Miller, G. A. (1994) · Psychological Review · doi:10.1037/0033-295x.101.2.343 · Cited by 17,563
Watkins, C., & Dayan, P. (1992) · Machine-mediated learning · doi:10.1023/a:1022676722315 · Cited by 14,277
Watkins, C. J. C. H., & Dayan, P. (1992) · Machine Learning · doi:10.1007/bf00992698 · Cited by 9,083
Norman, D. A. (2016) · Vahlen eBooks · doi:10.15358/9783800648108 · Cited by 6,415
Detection Theory: A User's Guide
Macmillan, N. A., & Creelman, C. D. (1991) · Cited by 5,415
Six views of embodied cognition
Wilson, M. (2002) · Psychonomic Bulletin & Review · doi:10.3758/bf03196322 · Cited by 4,782
(1991) · Choice Reviews Online · doi:10.5860/choice.28-5376 · Cited by 4,218
A capacity theory of comprehension: individual differences in working memory
Just, M. A., & Carpenter, P. A. (1992) · Psychological Review · doi:10.1037/0033-295x.99.1.122 · Cited by 4,153
The Psychology of Human-Computer Interaction
Card, S. K., Moran, T. P., & Newell, A. (2018) · CRC Press eBooks · doi:10.1201/9780203736166 · Cited by 4,103
Research works printed but not linked: 10
- Carlson, 2000, Cognitive control of multiplestep routines: Information processing and conscious intentions., 443
- 10.1037/1076-898X.6.4.322 · DOI
- 10.1016/j.cogsci.2003.12.001 · DOI · Paper page
- 10.1016/0364-0213(94)90007-8 · DOI · Paper page
- 10.1016/S0364-0213(87)80026-5 · DOI
- 10.1511/2002.3.236 · DOI
- Ritter. Using a simulated user to explore human-robot interfaces. IEEE Transactions on System, Man and Cybernetics
- Simon, 1996, The sciences of the artificial
- 10.1037/0278-7393.24.4.1052 · DOI
- Todd, (in press). Disintegrated architectures of cognition: The adaptive toolbox for decision making.
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Metadata
- Authors
- Gray, W. D., Sims, C. R., Fu, W.-T., & Schoelles, M. J.
- Affiliations
- Rensselaer Polytechnic Institute (US)
- University of Illinois Urbana-Champaign (US)
- Venue
- Psychological Review
- Published
- 2006
- Volume
- 113
- Issue
- 3
- Pages
- 461-482
- ISSN
- 0033-295X (ISSN-L)
- 1939-1471
- OpenAlex
- W2104514002
- Cited by
- 360
- References
- 104
- Citations by year
- 2026: 13 · 2025: 7 · 2024: 15 · 2023: 9 · 2022: 14 · 2021: 15 · 2020: 14 · 2019: 14 · 2018: 15 · 2017: 15 · 2016: 14 · 2015: 19 · 2014: 23 · 2013: 27 · 2012: 24
- FWCI
- 13.37
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Review (publishedVersion)
- PubMed (publishedVersion)
- Defense Technical Information Center (DTIC) (submittedVersion)
- Funders
- Office of Naval Research (N000140310046)
- Air Force Office of Scientific Research (F49620-03-1-0143)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Keywords
- resource allocation, cognitive effort, ACT-R, reinforcement learning, expected utility, interactive behavior
- MeSH terms
- Cognition, Humans, Interpersonal Relations, Models, Psychological, Psychological Theory, Reinforcement, Psychology, Social Behavior
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