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...

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Main Authors: Kang He, You Liang, Farnaz Abdollahi, Moria Fisher Bittmann, Konrad Kording, Kunlin Wei
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-09-01
Series:PLoS Computational Biology
Online Access:http://europepmc.org/articles/PMC5015831?pdf=render
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spelling doaj-465573c7bee04b0a94a30edeaf47c99f2020-11-25T01:34:03ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582016-09-01129e100502310.1371/journal.pcbi.1005023The Statistical Determinants of the Speed of Motor Learning.Kang HeYou LiangFarnaz AbdollahiMoria Fisher BittmannKonrad KordingKunlin WeiIt 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.http://europepmc.org/articles/PMC5015831?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Kang He
You Liang
Farnaz Abdollahi
Moria Fisher Bittmann
Konrad Kording
Kunlin Wei
spellingShingle Kang He
You Liang
Farnaz Abdollahi
Moria Fisher Bittmann
Konrad Kording
Kunlin Wei
The Statistical Determinants of the Speed of Motor Learning.
PLoS Computational Biology
author_facet Kang He
You Liang
Farnaz Abdollahi
Moria Fisher Bittmann
Konrad Kording
Kunlin Wei
author_sort Kang He
title The Statistical Determinants of the Speed of Motor Learning.
title_short 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_sort statistical determinants of the speed of motor learning.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2016-09-01
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.
url http://europepmc.org/articles/PMC5015831?pdf=render
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