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...
主要作者: | |
---|---|
格式: | Journal article |
語言: | English |
出版: |
University of Chicago Press
2021
|
_version_ | 1826314882741436416 |
---|---|
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 |
first_indexed | 2024-03-07T07:13:18Z |
format | Journal article |
id | oxford-uuid:136cf84e-1f5e-478e-a19d-ad77db70aebf |
institution | University of Oxford |
language | English |
last_indexed | 2024-12-09T03:15:46Z |
publishDate | 2021 |
publisher | University of Chicago Press |
record_format | dspace |
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 |