Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources
F Lieder, TL Griffiths - Behavioral and brain sciences, 2020 - cambridge.org
… Later, we will argue that the same conclusion also holds for other areas of human cognition.
Extant work has augmented rational models with different kinds of cognitive limitations and …
Extant work has augmented rational models with different kinds of cognitive limitations and …
Is human cognition adaptive?
JR Anderson - Behavioral and brain sciences, 1991 - cambridge.org
… the major characteristics of human cognition can be explained as an optimal response, in a
… statistics of the number's use, oblivious to our-"knowledge" about its future use. It is possible …
… statistics of the number's use, oblivious to our-"knowledge" about its future use. It is possible …
Optimal predictions in everyday cognition
TL Griffiths, JB Tenenbaum - Psychological science, 2006 - journals.sagepub.com
… human cognition in a more realistic context than typical laboratory studies, asking people to
make predictions about the duration or extent of everyday phenomena such as human … use …
make predictions about the duration or extent of everyday phenomena such as human … use …
[PDF][PDF] Resource-rational analysis: understanding human cognition as the optimal use of limited
F Lieder, TL Griffiths - Psychological Review, 2018 - cocosci.princeton.edu
… Later, we will argue that the same conclusion also holds for other areas of human cognition.
Extant work has augmented rational models with different kinds of cognitive limitations and …
Extant work has augmented rational models with different kinds of cognitive limitations and …
Rational use of cognitive resources in human planning
… the optimal model that might result from additional cognitive … we conclude that human planners
use highly adaptive planning … specific cognitive mechanisms underlying human planning. …
use highly adaptive planning … specific cognitive mechanisms underlying human planning. …
Rational use of cognitive resources: Levels of analysis between the computational and the algorithmic
TL Griffiths, F Lieder… - Topics in cognitive …, 2015 - Wiley Online Library
… -engineering the mind's cognitive strategies by deriving optimal algorithms for a series of …
that human beings face to provide insight into human cognition only to the extent that human …
that human beings face to provide insight into human cognition only to the extent that human …
Bayesian learning theory applied to human cognition
RA Jacobs, JK Kruschke - … Interdisciplinary Reviews: Cognitive …, 2011 - Wiley Online Library
… representations and algorithms that a person might use while performing a task, but these
… model assumptions and optimal task performances—cognitive scientists better understand …
… model assumptions and optimal task performances—cognitive scientists better understand …
Sampling in human cognition
E Vul - 2010 - dspace.mit.edu
… Furthermore, our analysis predicts that when the stakes are higher, subjects should use
more samples for a decision, and we found evidence of such optimal meta-cognition in a meta-…
more samples for a decision, and we found evidence of such optimal meta-cognition in a meta-…
[PDF][PDF] The efficiency of human cognition reflects planned information processing
… ments with human participants. We find that people’s reaction times reflect a planned use
of … The optimal partial plans generated by our model explain human responses even when …
of … The optimal partial plans generated by our model explain human responses even when …
A hierarchical bayesian model of human decision‐making on an optimal stopping problem
MD Lee - Cognitive science, 2006 - Wiley Online Library
… We consider human performance on an optimal stopping problem where … use the modeling
results to discuss the merits of hierarchical, generative and Bayesian models of cognitive …
results to discuss the merits of hierarchical, generative and Bayesian models of cognitive …
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