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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In: Frontiers in Psychology, Vol. 7, No. NOV, 1835, 22.11.2016.
Research output: Journal contributions › Journal articles › Research › peer-review
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TY - JOUR
T1 - Multidimensional recurrence quantification analysis (MdRQA) for the analysis of multidimensional time-series
T2 - A software implementation in MATLAB and its application to group-level data in joint action
AU - Wallot, Sebastian
AU - Roepstorff, Andreas
AU - Mønster, Dan
PY - 2016/11/22
Y1 - 2016/11/22
N2 - 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.
AB - 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.
KW - Empirical education research
KW - Correlation
KW - Dynamics
KW - Joint action
KW - MATLAB
KW - MdRQA
KW - Multidimensional Recurrence Quantification Analysis
KW - Multidimensional time-series
KW - Psychology
UR - http://www.scopus.com/inward/record.url?scp=85006421099&partnerID=8YFLogxK
U2 - 10.3389/fpsyg.2016.01835
DO - 10.3389/fpsyg.2016.01835
M3 - Journal articles
C2 - 27920748
AN - SCOPUS:85006421099
VL - 7
JO - Frontiers in Psychology
JF - Frontiers in Psychology
SN - 1664-1078
IS - NOV
M1 - 1835
ER -