Using cross-recurrence quantification analysis to compute similarity measures for time series of unequal length with applications to sleep stage analysis

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

  • Henning Johannes Drews
  • Flavia Felletti
  • Håvard Kallestad
  • Annika Drews
  • Jan Scott
  • Trond Sand
  • Morten Engstrøm
  • Hanne Siri Amdahl Heglum
  • Daniel Vethe
  • Øyvind Salvesen
  • Knut Langsrud
  • Gunnar Morken
  • Sebastian Wallot

Comparing time series of unequal length requires data processing procedures that may introduce biases. This article describes, validates, and applies Cross-Recurrence Quantification Analysis (CRQA) to detect and quantify correlation and coupling among time series of unequal length without prior data processing. We illustrate and validate this application using continuous and discrete data from a model system (study 1). Then we use the method to re-analyze the Sleep Heart Health Study (SHHS), a rare large dataset comprising detailed physiological sleep measurements acquired by in-home polysomnography. We investigate whether recurrence patterns of ultradian NREM/REM sleep cycles (USC) predict mortality (study 2). CRQA exhibits better performance compared with traditional approaches that require trimming, stretching or compression to bring two time series to the same length. Application to the SHHS indicates that recurrence patterns linked to stability of USCs are associated with all-cause mortality even after controlling for other sleep parameters, health, and sociodemographics. We suggest that CRQA is a useful tool for analyzing categorical time series, where the underlying structure of the data is unlikely to result in matching data points—such as ultradian sleep cycles.

OriginalspracheEnglisch
Aufsatznummer23142
ZeitschriftScientific Reports
Jahrgang14
Ausgabenummer1
Anzahl der Seiten14
ISSN2045-2322
DOIs
PublikationsstatusErschienen - 12.2024

Bibliographische Notiz

Publisher Copyright:
© The Author(s) 2024.

DOI

Zuletzt angesehen

Aktivitäten

  1. A piezo servo hydraulic actuator for use in camless combustion engines and its control with MPC
  2. Geometric Algorithms in Mechanical Systems
  3. Learning through play? Evaluating digital games for language learning
  4. The Impact of Explicit References in Computer Supported Collaborative Learning: Evidence from Eye Movement Analyses
  5. Investigating learner pragmatics at the discourse level: Challenges, complexities and insights
  6. Fuzzy based control of a nonholonomic car-like robot for drive assistant systems
  7. Do connectives improve the level of understandability in mathematical modeling tasks?
  8. Control of a two-thermoelectric-cooler system for ice-clamping application using Lyapunov based approach
  9. International Conference on Mathematical Models & Computational Techniques in Science & Engineering - MMCTSE2020 
  10. Sino-German Summer School on Design and data analysis of biodiversity-ecosystem functioning experiments 2011
  11. Presentation of the paper entitled: "Controlling a Bank Model Economy by Using an Adaptive Model Predictive Control with Help of an Extended Kalman Filter"
  12. Performing Contracts: BDSM, Performance Art and Aesthetics of Complexity
  13. On the relational structure of two tests measuring general pedagogical knowledge
  14. Expertise in law: 'from above' and 'from below'
  15. Methode Textanalyse
  16. Coherent sets in nonautonomous dynamics
  17. Competency-oriented written feedback in every-day mathematics teaching: How to report on students’ solutions of modelling tasks and how to assess the quality of these reports
  18. Trajectory-based study of coherence in flows

Publikationen

  1. Species composition and forest structure explain the temperature sensitivity patterns of productivity in temperate forests
  2. Harvesting information from captions for weakly supervised semantic segmentation
  3. Design of controllers applied to autonomous unmanned aerial vehicles using software in the loop
  4. Closed-form Solution for the Direct Kinematics Problem of the Planar 3-RPR Parallel Mechanism
  5. Lessons learned for spatial modelling of ecosystem services in support of ecosystem accounting
  6. Dynamically adjusting the k-values of the ATCS rule in a flexible flow shop scenario with reinforcement learning
  7. Modeling and numerical simulation of multiscale behavior in polycrystals via extended crystal plasticity
  8. On the origin of passive rotation in rotational joints, and how to calculate it
  9. A fast sequential injection analysis system for the simultaneous determination of ammonia and phosphate
  10. Beyond Path Dependency
  11. Switching Dispatching Rules with Gaussian Processes
  12. Introducing parametric uncertainty into a nonlinear friction model
  13. Database on Learning for Sustainable Development – analysis of projects
  14. Multi-view discriminative sequential learning
  15. Noise level estimation and detection
  16. Combining multiple investigative approaches to unravel functional responses to global change in the understorey of temperate forests
  17. Dispatching rule selection with Gaussian processes
  18. Improving short-term academic performance in the flipped classroom using dynamic geometry software
  19. Homogenization methods for multi-phase elastic composites with non-elliptical reinforcements
  20. Parameters Estimation of a Lotka-Volterra Model in an Application for Market Graphics Processing Units
  21. Understanding storytelling in the context of information systems
  22. The signal location task as a method quantifying the distribution of attention
  23. An analytical approach to evaluating nonmonotonic functions of fuzzy numbers
  24. Mining positional data streams
  25. Generating Energy Optimal Powertrain Force Trajectories with Dynamic Constraints
  26. Universal Threshold Calculation for Fingerprinting Decoders using Mixture Models
  27. Improving students’ science text comprehension through metacognitive self-regulation when applying learning strategies
  28. Computing regression statistics from grouped data
  29. An analytical approach to evaluating bivariate functions of fuzzy numbers with one local extremum
  30. Graphism and Flatness. The Line as Mediator between Time and Space, Intuition and Concept