Cargando…
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...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5083065/ https://www.ncbi.nlm.nih.gov/pubmed/27787198 http://dx.doi.org/10.7554/eLife.17688 |
_version_ | 1782463171004465152 |
---|---|
author | Zylberberg, Ariel Fetsch, Christopher R Shadlen, Michael N |
author_facet | Zylberberg, Ariel Fetsch, Christopher R Shadlen, Michael N |
author_sort | Zylberberg, Ariel |
collection | PubMed |
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. DOI: http://dx.doi.org/10.7554/eLife.17688.001 |
format | Online Article Text |
id | pubmed-5083065 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-50830652016-10-31 The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision Zylberberg, Ariel Fetsch, Christopher R Shadlen, Michael N eLife Neuroscience 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. DOI: http://dx.doi.org/10.7554/eLife.17688.001 eLife Sciences Publications, Ltd 2016-10-27 /pmc/articles/PMC5083065/ /pubmed/27787198 http://dx.doi.org/10.7554/eLife.17688 Text en © 2016, Zylberberg et al http://creativecommons.org/licenses/by/4.0/ This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Neuroscience Zylberberg, Ariel Fetsch, Christopher R Shadlen, Michael N The influence of evidence volatility on choice, reaction time and confidence in a perceptual decision |
title | 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_short | 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 |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5083065/ https://www.ncbi.nlm.nih.gov/pubmed/27787198 http://dx.doi.org/10.7554/eLife.17688 |
work_keys_str_mv | AT zylberbergariel theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT fetschchristopherr theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT shadlenmichaeln theinfluenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT zylberbergariel influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT fetschchristopherr influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision AT shadlenmichaeln influenceofevidencevolatilityonchoicereactiontimeandconfidenceinaperceptualdecision |