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...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
eLife Sciences Publications Ltd
2016-10-01
|
Series: | eLife |
Subjects: | |
Online Access: | https://elifesciences.org/articles/17688 |
id |
doaj-d003e5704a1b41769b751efa2cfe3927 |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT arielzylberberg theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT christopherrfetsch theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT michaelnshadlen theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT arielzylberberg influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT christopherrfetsch influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT michaelnshadlen influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision |
_version_ |
1721476197033967616 |