Multidimensional Recurrence Quantification Analysis (MdRQA) for the Analysis of Multidimensional Time-Series: A Software Implementation in MATLAB and Its Application to Group-Level Data in Joint Action

Sebastian Wallot; Andreas Roepstorff; Dan M??nster

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Multidimensional Recurrence Quantification Analysis (MdRQA) for the Analysis of Multidimensional Time-Series: A Software Implementation in MATLAB and Its Application to Group-Level Data in Joint Action

机译：多维时间序列分析的多维递归量化分析（MdRQA）：MATLAB中的软件实现及其在联合行动中的组级数据应用

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We introduce Multidimensional Recurrence Quantification Analysis (MdRQA) as a tool to analyze multidimensional time-series data. We show how MdRQA can be used to capture the dynamics of high-dimensional signals, and how MdRQA can be used to assess coupling between two or more variables. In particular, we describe applications of the method in research on joint and collective action, as it provides a coherent analysis framework to systematically investigate dynamics at different group levels—from individual dynamics, to dyadic dynamics, up to global group-level of arbitrary size. The Appendix in Supplementary Material contains a software implementation in MATLAB to calculate MdRQA measures.

机译：我们引入多维递归量化分析（MdRQA）作为分析多维时间序列数据的工具。我们展示了如何使用MdRQA捕获高维信号的动态，以及如何使用MdRQA评估两个或多个变量之间的耦合。特别是，我们描述了该方法在联合和集体行动研究中的应用，因为它提供了一个连贯的分析框架，可以系统地研究不同组级别（从个人动态到二进阶动态，再到任意规模的全局组级别）的动态。补充材料中的附录包含MATLAB中用于计算MdRQA度量的软件实现。

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来源
《Frontiers in Psychology》 |2016年第4期|共页
作者
Sebastian Wallot; Andreas Roepstorff; Dan M??nster;
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正文语种
中图分类心理学;
关键词
Multidimensional Recurrence Quantification AnalysisMdRQAmultidimensional time-seriescorrelationdynamicsjoint actionMATLAB;

机译：多维递归量化分析MdRQA多维时间序列相关动力学联合动作MATLAB;

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1. Analyzing Multivariate Dynamics Using Cross-Recurrence Quantification Analysis (CRQA), Diagonal-Cross-Recurrence Profiles (DCRP), and Multidimensional Recurrence Quantification Analysis (MdRQA) a?? A Tutorial in R [J] . Sebastian Wallot, Giuseppe Leonardi Frontiers in Psychology . 2018,第4期

机译：使用交叉递归量化分析（CRQA），对角交叉递归分布图（DCRP）和多维递归量化分析（MdRQA）分析多元动力学R中的教程
2. Multidimensional Cross-Recurrence Quantification Analysis (MdCRQA) - A Method for Quantifying Correlation between Multivariate Time-Series [J] . Wallot Sebastian Multivariate behavioral research . 2019,第2期

机译：多维交频量化分析（MDCRQA） - 一种量化多变量时间序列之间相关性的方法
3. From Multidimensional Mixture Data Analysis to Spatio-temporal Multidimensional Collective Data Analysis [J] . Futoshi Naya, Hiroshi Sawada NTT Technical Review . 2016,第2期

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4. Multidimensional Recurrence Quantification Analysis of Multi-muscle Synergy in Elderly during Standing on Slopes [C] . Jinping Li, Na Wei, Shouwei Yue, Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2020

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6. Multidimensional Recurrence Quantification Analysis (MdRQA) for the Analysis of Multidimensional Time-Series: A Software Implementation in MATLAB and Its Application to Group-Level Data in Joint Action [O] . Sebastian Wallot, Andreas Roepstorff, Dan Mønster -1

机译：多维时间序列分析的多维递归量化分析（MdRQA）：MATLAB中的软件实现及其在联合行动中的组级数据应用
7. Multidimensional Recurrence Quantification Analysis (MdRQA) for the analysis of multidimensional time-series: A software implementation in MATLAB and its application to group-level data in joint action [O] . Sebastian Wallot, Andreas Roepstorff, Dan Mønster 2016

机译：用于多维时间序列分析的多维递归量化分析（mdRQa）：maTLaB中的软件实现及其在联合行动中对组级数据的应用

Multidimensional Recurrence Quantification Analysis (MdRQA) for the Analysis of Multidimensional Time-Series: A Software Implementation in MATLAB and Its Application to Group-Level Data in Joint Action

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