Lagged Multidimensional Recurrence Quantification Analysis for Determining Leader–Follower Relationships Within Multidimensional Time Series

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

  • Alon Tomashin
  • Ilanit Gordon
  • Giuseppe Leonardi
  • Yair Berson
  • Nir Milstein
  • Matthias Ziegler
  • Ursula Hess
  • Sebastian Wallot

The current article introduces lagged multidimensional recurrence quantification analysis. The method is an extension of multidimensional recurrence quantification analysis and allows to quantify the joint dynamics of multivariate time series and to investigate leader–follower relationships in behavioral and physiological data. Moreover, the method enables the quantification of the joint dynamics of a group, when such leader–follower relationships are taken into account. We first provide a formal presentation of the method, and then apply it to synthetic data, as well as data sets from joint action research, investigating the shared dynamics of facial expression and beats-per-minute recordings within different groups. A wrapper function is included, for applying the method together with the “crqa” package in R.

OriginalspracheEnglisch
ZeitschriftPsychological Methods
Anzahl der Seiten15
ISSN1082-989X
DOIs
PublikationsstatusElektronische Veröffentlichung vor Drucklegung - 10.10.2024

Bibliographische Notiz

Publisher Copyright:
© 2024 The Author(s)

DOI

Zuletzt angesehen

Publikationen

  1. Grounding Space
  2. Key Element No. 2: Applying Diagnostic Forms of Assessment
  3. Combining flatness based feedforward action with a fractional PI regulator to control the intake valve engine
  4. Development of Early Spatial Perspective-Taking - Toward a Three-Level Model
  5. A Graphic Language for Business Application Systems to Improve Communication Concerning Requirements Specification with the User
  6. Systematic Design of Soft Machines
  7. Where pragmatics and dialectology meet: Introducing variational pragmatics
  8. Modelling, explaining, enacting and getting feedback: How can the acquisition of core practices in teacher education be optimally fostered?
  9. Early Edema Detection Based on the Examination of Multidimensional Ultra-Wide band Data
  10. An Optimization Approach for Crew Rostering in Public Bus Transit
  11. Grounding Space
  12. Leib
  13. Comprehension of climate change and environmental attitudes across the lifespan
  14. Effect of a Web-Based Guided Self-Help Intervention for Prevention of Major Depression in Adults with Subthreshold Depression
  15. Mathematik als Fremdsprache?
  16. Closed-Loop Supply Chain Management - Eine Simulationsstudie
  17. Welteis
  18. Perceptions of science, science communication, and climate change attitudes in 68 countries - the TISP dataset
  19. Permeable reactive barrier technologies for groundwater remediation in Germany: Recent progress and new developments
  20. Integratives Gendering in der Lehre
  21. Cyberpunk
  22. Does the introduction of the Euro have an effect on subjective hypotheses about the price-quality relationship?
  23. Corruption and Social Values
  24. Effect of free air carbon dioxide enrichment combined with two nitrogen levels on growth, yield and yield quality of sugar beet