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首页> 外文期刊>The Open Sports Sciences Journal >Measurement Methods to Analyze Changes in Coordination During Motor Learning from a Non-linear Perspective
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Measurement Methods to Analyze Changes in Coordination During Motor Learning from a Non-linear Perspective

机译:从非线性角度分析运动学习过程中协调变化的测量方法

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During the last two decades investigations into motor learning have gone beyond the traditional discrete sum-mary statistics and more and more complex process oriented movement variables are being investigated. This increase in the complexity of data entails also an increase in the complexity of the data analysis. The present paper serves as an intro-duction for sports scientists to several different analysis methods, which have produced many interesting insights in the area of motor control and motor learning over the last few years, thereby highlighting non-linear aspects of motor learn-ing. An approachable introduction to root-mean square measures, uncontrolled manifold analysis, principal component analysis, and cluster analysis is given. These analysis tools enable sports scientists to investigate motor learning from a non-linear perspective and to gain a better knowledge of the processes occurring during motor learning.
机译:在过去的二十年中,对运动学习的研究已经超出了传统的离散摘要统计量,并且正在研究越来越复杂的面向过程的运动变量。数据复杂性的这种增加还导致数据分析的复杂性的增加。本论文为体育科学家介绍了几种不同的分析方法,这些方法在过去几年中在运动控制和运动学习领域产生了许多有趣的见解,从而突出了运动学习的非线性方面。给出了均方根度量,不受控制的流形分析,主成分分析和聚类分析的易于理解的介绍。这些分析工具使体育科学家能够从非线性角度研究运动学习,并更好地了解运动学习过程中发生的过程。

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