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Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models
Many computational models of the basal ganglia (BG) have been proposed over the past twenty-five years. While computational neuroscience models have focused on closely matching the neurobiology of the BG, computational cognitive neuroscience (CCN) models have focused on how the BG can be used to imp...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2013
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3854553/ https://www.ncbi.nlm.nih.gov/pubmed/24367325 http://dx.doi.org/10.3389/fncom.2013.00174 |
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author | Helie, Sebastien Chakravarthy, Srinivasa Moustafa, Ahmed A. |
author_facet | Helie, Sebastien Chakravarthy, Srinivasa Moustafa, Ahmed A. |
author_sort | Helie, Sebastien |
collection | PubMed |
description | Many computational models of the basal ganglia (BG) have been proposed over the past twenty-five years. While computational neuroscience models have focused on closely matching the neurobiology of the BG, computational cognitive neuroscience (CCN) models have focused on how the BG can be used to implement cognitive and motor functions. This review article focuses on CCN models of the BG and how they use the neuroanatomy of the BG to account for cognitive and motor functions such as categorization, instrumental conditioning, probabilistic learning, working memory, sequence learning, automaticity, reaching, handwriting, and eye saccades. A total of 19 BG models accounting for one or more of these functions are reviewed and compared. The review concludes with a discussion of the limitations of existing CCN models of the BG and prescriptions for future modeling, including the need for computational models of the BG that can simultaneously account for cognitive and motor functions, and the need for a more complete specification of the role of the BG in behavioral functions. |
format | Online Article Text |
id | pubmed-3854553 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-38545532013-12-23 Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models Helie, Sebastien Chakravarthy, Srinivasa Moustafa, Ahmed A. Front Comput Neurosci Neuroscience Many computational models of the basal ganglia (BG) have been proposed over the past twenty-five years. While computational neuroscience models have focused on closely matching the neurobiology of the BG, computational cognitive neuroscience (CCN) models have focused on how the BG can be used to implement cognitive and motor functions. This review article focuses on CCN models of the BG and how they use the neuroanatomy of the BG to account for cognitive and motor functions such as categorization, instrumental conditioning, probabilistic learning, working memory, sequence learning, automaticity, reaching, handwriting, and eye saccades. A total of 19 BG models accounting for one or more of these functions are reviewed and compared. The review concludes with a discussion of the limitations of existing CCN models of the BG and prescriptions for future modeling, including the need for computational models of the BG that can simultaneously account for cognitive and motor functions, and the need for a more complete specification of the role of the BG in behavioral functions. Frontiers Media S.A. 2013-12-06 /pmc/articles/PMC3854553/ /pubmed/24367325 http://dx.doi.org/10.3389/fncom.2013.00174 Text en Copyright © 2013 Helie, Chakravarthy and Moustafa. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Helie, Sebastien Chakravarthy, Srinivasa Moustafa, Ahmed A. Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title | Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title_full | Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title_fullStr | Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title_full_unstemmed | Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title_short | Exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
title_sort | exploring the cognitive and motor functions of the basal ganglia: an integrative review of computational cognitive neuroscience models |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3854553/ https://www.ncbi.nlm.nih.gov/pubmed/24367325 http://dx.doi.org/10.3389/fncom.2013.00174 |
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