The irrationality of categorical perception.

Perception is often categorical: the perceptual system selects one interpretation of a stimulus even when evidence in favor of other interpretations is appreciable. Such categorization is potentially in conflict with normative decision theory, which mandates that the utility of various courses of ac...

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Main Authors: Fleming, S, Maloney, LT, Daw, N
Format: Journal article
Language:English
Published: 2013
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author Fleming, S
Maloney, LT
Daw, N
author_facet Fleming, S
Maloney, LT
Daw, N
author_sort Fleming, S
collection OXFORD
description Perception is often categorical: the perceptual system selects one interpretation of a stimulus even when evidence in favor of other interpretations is appreciable. Such categorization is potentially in conflict with normative decision theory, which mandates that the utility of various courses of action should depend on the probabilities of all possible states of the world, not just that of the one perceived. If these probabilities are lost as a result of categorization, choice will be suboptimal. Here we test for such irrationality in a task that requires human observers to combine perceptual evidence with the uncertain consequences of action. Observers made rapid pointing movements to targets on a touch screen, with rewards determined by perceptual and motor uncertainty. Across both visual and auditory decision tasks, observers consistently placed too much weight on perceptual uncertainty relative to action uncertainty. We show that this suboptimality can be explained as a consequence of categorical perception. Our findings indicate that normative decision making may be fundamentally constrained by the architecture of the perceptual system.
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spelling oxford-uuid:6b014d4d-292f-408d-b401-5948cb65f7c22022-03-26T19:00:59ZThe irrationality of categorical perception.Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:6b014d4d-292f-408d-b401-5948cb65f7c2EnglishSymplectic Elements at Oxford2013Fleming, SMaloney, LTDaw, NPerception is often categorical: the perceptual system selects one interpretation of a stimulus even when evidence in favor of other interpretations is appreciable. Such categorization is potentially in conflict with normative decision theory, which mandates that the utility of various courses of action should depend on the probabilities of all possible states of the world, not just that of the one perceived. If these probabilities are lost as a result of categorization, choice will be suboptimal. Here we test for such irrationality in a task that requires human observers to combine perceptual evidence with the uncertain consequences of action. Observers made rapid pointing movements to targets on a touch screen, with rewards determined by perceptual and motor uncertainty. Across both visual and auditory decision tasks, observers consistently placed too much weight on perceptual uncertainty relative to action uncertainty. We show that this suboptimality can be explained as a consequence of categorical perception. Our findings indicate that normative decision making may be fundamentally constrained by the architecture of the perceptual system.
spellingShingle Fleming, S
Maloney, LT
Daw, N
The irrationality of categorical perception.
title The irrationality of categorical perception.
title_full The irrationality of categorical perception.
title_fullStr The irrationality of categorical perception.
title_full_unstemmed The irrationality of categorical perception.
title_short The irrationality of categorical perception.
title_sort irrationality of categorical perception
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