The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision

Many decisions are thought to arise via the accumulation of noisy evidence to a threshold or bound. In perception, the mechanism explains the effect of stimulus strength, characterized by signal-to-noise ratio, on decision speed, accuracy and confidence. It also makes intriguing predictions about th...

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Main Authors: Ariel Zylberberg, Christopher R Fetsch, Michael N Shadlen
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2016-10-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/17688
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spelling doaj-d003e5704a1b41769b751efa2cfe39272021-05-05T00:39:52ZengeLife Sciences Publications LtdeLife2050-084X2016-10-01510.7554/eLife.17688The influence of evidence volatility on choice, reaction time and confidence in a perceptual decisionAriel Zylberberg0https://orcid.org/0000-0002-2572-4748Christopher R Fetsch1Michael N Shadlen2https://orcid.org/0000-0002-2002-2210Kavli Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United States; Zuckerman Mind Brain Behavior Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United StatesKavli Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United States; Zuckerman Mind Brain Behavior Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United StatesKavli Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United States; Zuckerman Mind Brain Behavior Institute, Department of Neuroscience, Howard Hughes Medical Institute, Columbia University, New York, United StatesMany decisions are thought to arise via the accumulation of noisy evidence to a threshold or bound. In perception, the mechanism explains the effect of stimulus strength, characterized by signal-to-noise ratio, on decision speed, accuracy and confidence. It also makes intriguing predictions about the noise itself. An increase in noise should lead to faster decisions, reduced accuracy and, paradoxically, higher confidence. To test these predictions, we introduce a novel sensory manipulation that mimics the addition of unbiased noise to motion-selective regions of visual cortex, which we verified with neuronal recordings from macaque areas MT/MST. For both humans and monkeys, increasing the noise induced faster decisions and greater confidence over a range of stimuli for which accuracy was minimally impaired. The magnitude of the effects was in agreement with predictions of a bounded evidence accumulation model.https://elifesciences.org/articles/17688decision makingperceptual decisionsbounded evidence accumulation modelsevidence reliability
collection DOAJ
language English
format Article
sources DOAJ
author Ariel Zylberberg
Christopher R Fetsch
Michael N Shadlen
spellingShingle Ariel Zylberberg
Christopher R Fetsch
Michael N Shadlen
The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
eLife
decision making
perceptual decisions
bounded evidence accumulation models
evidence reliability
author_facet Ariel Zylberberg
Christopher R Fetsch
Michael N Shadlen
author_sort Ariel Zylberberg
title The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
title_short The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
title_full The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
title_fullStr The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
title_full_unstemmed The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
title_sort influence of evidence volatility on choice, reaction time and confidence in a perceptual decision
publisher eLife Sciences Publications Ltd
series eLife
issn 2050-084X
publishDate 2016-10-01
description Many decisions are thought to arise via the accumulation of noisy evidence to a threshold or bound. In perception, the mechanism explains the effect of stimulus strength, characterized by signal-to-noise ratio, on decision speed, accuracy and confidence. It also makes intriguing predictions about the noise itself. An increase in noise should lead to faster decisions, reduced accuracy and, paradoxically, higher confidence. To test these predictions, we introduce a novel sensory manipulation that mimics the addition of unbiased noise to motion-selective regions of visual cortex, which we verified with neuronal recordings from macaque areas MT/MST. For both humans and monkeys, increasing the noise induced faster decisions and greater confidence over a range of stimuli for which accuracy was minimally impaired. The magnitude of the effects was in agreement with predictions of a bounded evidence accumulation model.
topic decision making
perceptual decisions
bounded evidence accumulation models
evidence reliability
url https://elifesciences.org/articles/17688
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