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感觉运动学习的基础计算

Computations underlying sensorimotor learning.

作者信息

Wolpert Daniel M, Flanagan J Randall

机构信息

Department of Engineering, University of Cambridge, Trumpington Street, Cambridge CB2 1PZ, UK.

Department of Psychology and Centre for Neuroscience Studies, Queen's University, Kingston, ON K7L 3N6, Canada.

出版信息

Curr Opin Neurobiol. 2016 Apr;37:7-11. doi: 10.1016/j.conb.2015.12.003. Epub 2015 Dec 23.

DOI:10.1016/j.conb.2015.12.003
PMID:26719992
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6103431/
Abstract

The study of sensorimotor learning has a long history. With the advent of innovative techniques for studying learning at the behavioral and computational levels new insights have been gained in recent years into how the sensorimotor system acquires, retains, represents, retrieves and forgets sensorimotor tasks. In this review we highlight recent advances in the field of sensorimotor learning from a computational perspective. We focus on studies in which computational models are used to elucidate basic mechanisms underlying adaptation and skill acquisition in human behavior.

摘要

感觉运动学习的研究有着悠久的历史。随着行为和计算层面学习研究创新技术的出现,近年来人们对感觉运动系统如何获取、保留、表征、检索和遗忘感觉运动任务有了新的认识。在这篇综述中,我们从计算的角度突出了感觉运动学习领域的最新进展。我们关注那些使用计算模型来阐明人类行为中适应和技能习得基本机制的研究。

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本文引用的文献

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Rapid Visuomotor Corrective Responses during Transport of Hand-Held Objects Incorporate Novel Object Dynamics.手持物体运输过程中的快速视觉运动纠正反应包含新的物体动力学。
J Neurosci. 2015 Jul 22;35(29):10572-80. doi: 10.1523/JNEUROSCI.1376-15.2015.
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Generalization and transfer of contextual cues in motor learning.运动学习中情境线索的泛化与迁移
J Neurophysiol. 2015 Sep;114(3):1565-76. doi: 10.1152/jn.00217.2015. Epub 2015 Jul 8.
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Explicit and Implicit Processes Constitute the Fast and Slow Processes of Sensorimotor Learning.显性和隐性过程构成了感觉运动学习的快速和慢速过程。
J Neurosci. 2015 Jul 1;35(26):9568-79. doi: 10.1523/JNEUROSCI.5061-14.2015.
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Human representation of visuo-motor uncertainty as mixtures of orthogonal basis distributions.人类将视觉运动不确定性表征为正交基分布的混合。
Nat Neurosci. 2015 Aug;18(8):1152-8. doi: 10.1038/nn.4055. Epub 2015 Jun 29.
5
The Decay of Motor Memories Is Independent of Context Change Detection.运动记忆的衰退与情境变化检测无关。
PLoS Comput Biol. 2015 Jun 25;11(6):e1004278. doi: 10.1371/journal.pcbi.1004278. eCollection 2015 Jun.
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Neural Tuning Functions Underlie Both Generalization and Interference.神经调谐函数是泛化和干扰的基础。
PLoS One. 2015 Jun 25;10(6):e0131268. doi: 10.1371/journal.pone.0131268. eCollection 2015.
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Reward Pays the Cost of Noise Reduction in Motor and Cognitive Control.奖赏支付运动和认知控制中降噪的代价。
Curr Biol. 2015 Jun 29;25(13):1707-16. doi: 10.1016/j.cub.2015.05.038. Epub 2015 Jun 18.
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Persistent residual errors in motor adaptation tasks: reversion to baseline and exploratory escape.运动适应任务中的持续性残余误差:恢复至基线水平与探索性逃避。
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