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The Statistical Determinants of the Speed of Motor Learning
It has recently been suggested that movement variability directly increases the speed of motor learning. Here we use computational modeling of motor adaptation to show that variability can have a broad range of effects on learning, both negative and positive. Experimentally, we also find contributin...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5015831/ https://www.ncbi.nlm.nih.gov/pubmed/27606808 http://dx.doi.org/10.1371/journal.pcbi.1005023 |
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author | He, Kang Liang, You Abdollahi, Farnaz Fisher Bittmann, Moria Kording, Konrad Wei, Kunlin |
author_facet | He, Kang Liang, You Abdollahi, Farnaz Fisher Bittmann, Moria Kording, Konrad Wei, Kunlin |
author_sort | He, Kang |
collection | PubMed |
description | It has recently been suggested that movement variability directly increases the speed of motor learning. Here we use computational modeling of motor adaptation to show that variability can have a broad range of effects on learning, both negative and positive. Experimentally, we also find contributing and decelerating effects. Lastly, through a meta-analysis of published papers, we verify that across a wide range of experiments, movement variability has no statistical relation with learning rate. While motor learning is a complex process that can be modeled, further research is needed to understand the relative importance of the involved factors. |
format | Online Article Text |
id | pubmed-5015831 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-50158312016-09-27 The Statistical Determinants of the Speed of Motor Learning He, Kang Liang, You Abdollahi, Farnaz Fisher Bittmann, Moria Kording, Konrad Wei, Kunlin PLoS Comput Biol Research Article It has recently been suggested that movement variability directly increases the speed of motor learning. Here we use computational modeling of motor adaptation to show that variability can have a broad range of effects on learning, both negative and positive. Experimentally, we also find contributing and decelerating effects. Lastly, through a meta-analysis of published papers, we verify that across a wide range of experiments, movement variability has no statistical relation with learning rate. While motor learning is a complex process that can be modeled, further research is needed to understand the relative importance of the involved factors. Public Library of Science 2016-09-08 /pmc/articles/PMC5015831/ /pubmed/27606808 http://dx.doi.org/10.1371/journal.pcbi.1005023 Text en © 2016 He et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article He, Kang Liang, You Abdollahi, Farnaz Fisher Bittmann, Moria Kording, Konrad Wei, Kunlin The Statistical Determinants of the Speed of Motor Learning |
title | The Statistical Determinants of the Speed of Motor Learning |
title_full | The Statistical Determinants of the Speed of Motor Learning |
title_fullStr | The Statistical Determinants of the Speed of Motor Learning |
title_full_unstemmed | The Statistical Determinants of the Speed of Motor Learning |
title_short | The Statistical Determinants of the Speed of Motor Learning |
title_sort | statistical determinants of the speed of motor learning |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5015831/ https://www.ncbi.nlm.nih.gov/pubmed/27606808 http://dx.doi.org/10.1371/journal.pcbi.1005023 |
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