The accuracy-coherence tradeoff in cognition

I argue that bounded agents face a systematic accuracy-coherence tradeoff in cognition. Agents must choose whether to structure their cognition in ways likely to promote coherence or accuracy. I illustrate the accuracy-coherence tradeoff by showing how it arises out of at least two component tradeof...

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المؤلف الرئيسي: Thorstad, D
التنسيق: Journal article
اللغة:English
منشور في: University of Chicago Press 2021
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author Thorstad, D
author_facet Thorstad, D
author_sort Thorstad, D
collection OXFORD
description I argue that bounded agents face a systematic accuracy-coherence tradeoff in cognition. Agents must choose whether to structure their cognition in ways likely to promote coherence or accuracy. I illustrate the accuracy-coherence tradeoff by showing how it arises out of at least two component tradeoffs: a coherence-complexity tradeoff between coherence and cognitive complexity, and a coherence-variety tradeoff between coherence and strategic variety. These tradeoffs give rise to an accuracy-coherence tradeoff because privileging coherence over complexity or strategic variety often leads to a corresponding reduction in accuracy. I conclude with a discussion of two normative consequences for the study of bounded rationality: the importance of procedural rationality and the role of coherence in theories of bounded rationality
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spelling oxford-uuid:136cf84e-1f5e-478e-a19d-ad77db70aebf2024-10-24T08:21:09ZThe accuracy-coherence tradeoff in cognitionJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:136cf84e-1f5e-478e-a19d-ad77db70aebfEnglishSymplectic ElementsUniversity of Chicago Press2021Thorstad, DI argue that bounded agents face a systematic accuracy-coherence tradeoff in cognition. Agents must choose whether to structure their cognition in ways likely to promote coherence or accuracy. I illustrate the accuracy-coherence tradeoff by showing how it arises out of at least two component tradeoffs: a coherence-complexity tradeoff between coherence and cognitive complexity, and a coherence-variety tradeoff between coherence and strategic variety. These tradeoffs give rise to an accuracy-coherence tradeoff because privileging coherence over complexity or strategic variety often leads to a corresponding reduction in accuracy. I conclude with a discussion of two normative consequences for the study of bounded rationality: the importance of procedural rationality and the role of coherence in theories of bounded rationality
spellingShingle Thorstad, D
The accuracy-coherence tradeoff in cognition
title The accuracy-coherence tradeoff in cognition
title_full The accuracy-coherence tradeoff in cognition
title_fullStr The accuracy-coherence tradeoff in cognition
title_full_unstemmed The accuracy-coherence tradeoff in cognition
title_short The accuracy-coherence tradeoff in cognition
title_sort accuracy coherence tradeoff in cognition
work_keys_str_mv AT thorstadd theaccuracycoherencetradeoffincognition
AT thorstadd accuracycoherencetradeoffincognition