/MdRQA

This repository contains additional resources to the article "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", Frontiers in Psychology, by Wallot, Roepstorff & Mønster, as well as to the article "Analyzing Multivariate Dynamics Using Cross-Recurrence Quantification Analysis (CRQA), Diagonal-Cross-Recurrence Profiles (DCRP), and Multidimensional Recurrence Quantification Analysis (MdRQA) – A Tutorial in R" by Wallot & Leonardi

Primary LanguageMATLABGNU General Public License v2.0GPL-2.0

MdRQA

This repository contains additional resources to the article Wallot, S., Roepstorff, A., & Mønster, D. (2016). 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. Frontiers in psychology, 7, 1835. DOI:10.3389/fpsyg.2016.01835. ...and to the article Wallot, S. & Leonardi, G. (2018) Analyzing Multivariate Dynamics Using Cross-Recurrence Quantification Analysis (CRQA), Diagonal-Cross-Recurrence Profiles (DCRP), and Multidimensional Recurrence Quantification Analysis (MdRQA) – A Tutorial in R. Front. Psychol. 9:2232. doi: 10.3389/fpsyg.2018.02232.

Example output

The figure below shows Figure 3 from the article, showing time series of the x, y and z variables of the Lorenz system (top row), the corresponding phase space embeddings along with the Lorenz attractor (middle row). The bottom row shows a comparison of recurrence plots based on unidimensional recurrence quantification analysis (RQA) to multidimensional Recurrence Quantification Analysis (MdRQA).

Figure 3 from paper

Citation

Wallot, S., Roepstorff, A., & Mønster, D. (2016). 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. Frontiers in psychology, 7, 1835. DOI:10.3389/fpsyg.2016.01835. Wallot, S. & Leonardi, G. (2018) Analyzing Multivariate Dynamics Using Cross-Recurrence Quantification Analysis (CRQA), Diagonal-Cross-Recurrence Profiles (DCRP), and Multidimensional Recurrence Quantification Analysis (MdRQA) – A Tutorial in R. Front. Psychol. 9:2232. doi: 10.3389/fpsyg.2018.02232.