The influence of attention and reward on the learning of stimulus-response associations

Abstract We can learn new tasks by listening to a teacher, but we can also learn by trial-and-error. Here, we investigate the factors that determine how participants learn new stimulus-response mappings by trial-and-error. Does learning in human observers comply with reinforcement learning theories,...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Devavrat Vartak, Danique Jeurissen, Matthew W. Self, Pieter R. Roelfsema
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2017
Materias:
R
Q
Acceso en línea:https://doaj.org/article/171858889506436e83ced5f9a7a47fd3
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:171858889506436e83ced5f9a7a47fd3
record_format dspace
spelling oai:doaj.org-article:171858889506436e83ced5f9a7a47fd32021-12-02T12:32:46ZThe influence of attention and reward on the learning of stimulus-response associations10.1038/s41598-017-08200-w2045-2322https://doaj.org/article/171858889506436e83ced5f9a7a47fd32017-08-01T00:00:00Zhttps://doi.org/10.1038/s41598-017-08200-whttps://doaj.org/toc/2045-2322Abstract We can learn new tasks by listening to a teacher, but we can also learn by trial-and-error. Here, we investigate the factors that determine how participants learn new stimulus-response mappings by trial-and-error. Does learning in human observers comply with reinforcement learning theories, which describe how subjects learn from rewards and punishments? If yes, what is the influence of selective attention in the learning process? We developed a novel redundant-relevant learning paradigm to examine the conjoint influence of attention and reward feedback. We found that subjects only learned stimulus-response mappings for attended shapes, even when unattended shapes were equally informative. Reward magnitude also influenced learning, an effect that was stronger for attended than for non-attended shapes and that carried over to a subsequent visual search task. Our results provide insights into how attention and reward jointly determine how we learn. They support the powerful learning rules that capitalize on the conjoint influence of these two factors on neuronal plasticity.Devavrat VartakDanique JeurissenMatthew W. SelfPieter R. RoelfsemaNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 7, Iss 1, Pp 1-12 (2017)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Devavrat Vartak
Danique Jeurissen
Matthew W. Self
Pieter R. Roelfsema
The influence of attention and reward on the learning of stimulus-response associations
description Abstract We can learn new tasks by listening to a teacher, but we can also learn by trial-and-error. Here, we investigate the factors that determine how participants learn new stimulus-response mappings by trial-and-error. Does learning in human observers comply with reinforcement learning theories, which describe how subjects learn from rewards and punishments? If yes, what is the influence of selective attention in the learning process? We developed a novel redundant-relevant learning paradigm to examine the conjoint influence of attention and reward feedback. We found that subjects only learned stimulus-response mappings for attended shapes, even when unattended shapes were equally informative. Reward magnitude also influenced learning, an effect that was stronger for attended than for non-attended shapes and that carried over to a subsequent visual search task. Our results provide insights into how attention and reward jointly determine how we learn. They support the powerful learning rules that capitalize on the conjoint influence of these two factors on neuronal plasticity.
format article
author Devavrat Vartak
Danique Jeurissen
Matthew W. Self
Pieter R. Roelfsema
author_facet Devavrat Vartak
Danique Jeurissen
Matthew W. Self
Pieter R. Roelfsema
author_sort Devavrat Vartak
title The influence of attention and reward on the learning of stimulus-response associations
title_short The influence of attention and reward on the learning of stimulus-response associations
title_full The influence of attention and reward on the learning of stimulus-response associations
title_fullStr The influence of attention and reward on the learning of stimulus-response associations
title_full_unstemmed The influence of attention and reward on the learning of stimulus-response associations
title_sort influence of attention and reward on the learning of stimulus-response associations
publisher Nature Portfolio
publishDate 2017
url https://doaj.org/article/171858889506436e83ced5f9a7a47fd3
work_keys_str_mv AT devavratvartak theinfluenceofattentionandrewardonthelearningofstimulusresponseassociations
AT daniquejeurissen theinfluenceofattentionandrewardonthelearningofstimulusresponseassociations
AT matthewwself theinfluenceofattentionandrewardonthelearningofstimulusresponseassociations
AT pieterrroelfsema theinfluenceofattentionandrewardonthelearningofstimulusresponseassociations
AT devavratvartak influenceofattentionandrewardonthelearningofstimulusresponseassociations
AT daniquejeurissen influenceofattentionandrewardonthelearningofstimulusresponseassociations
AT matthewwself influenceofattentionandrewardonthelearningofstimulusresponseassociations
AT pieterrroelfsema influenceofattentionandrewardonthelearningofstimulusresponseassociations
_version_ 1718393963825594368