Nonlinear analysis of bivariate data with cross recurrence plots
arXiv:physics/0201061 · doi:10.1016/S0375-9601(02)01170-2
Abstract
We use the extension of the method of recurrence plots to cross recurrence plots (CRP) which enables a nonlinear analysis of bivariate data. To quantify CRPs, we develop further three measures of complexity mainly basing on diagonal structures in CRPs. The CRP analysis of prototypical model systems with nonlinear interactions demonstrates that this technique enables to find these nonlinear interrelations from bivariate time series, whereas linear correlation tests do not. Applying the CRP analysis to climatological data, we find a complex relationship between rainfall and El Nino data.
References in corpus (3)
Cited by in corpus (33)
- Recurrence Plots for the Analysis of Complex Systems
- Complex network approaches to nonlinear time series analysis
- Historical Review of Recurrence Plots
- How to avoid potential pitfalls in recurrence plot based data analysis
- Recurrence plot statistics and the effect of embedding
- Line Structures in Recurrence Plots
- Geometric detection of coupling directions by means of inter-system recurrence networks
- Experimental evidence of non-classical brain functions
- Stability of Terrestrial Planets in the Habitable Zone of Gl 777 A, HD 72659, Gl 614, 47 Uma and HD 4208
- Non-parametric Determination of Real-Time Lag Structure between Two Time Series: the "Optimal Thermal Causal Path" Method
- Unidimensional and Multidimensional Methods for Recurrence Quantification Analysis with crqa
- Nonlinear interactions between the Amazon River basin and the Tropical North Atlantic at interannual timescales
- Time Series Analysis via Network Science: Concepts and Algorithms
- Topological properties and fractal analysis of recurrence network constructed from fractional Brownian motions
- Lead-lag cross-sectional structure and detection of correlated-anticorrelated regime shifts: Application to the volatilities of inflation and economic growth rates
- Chaos and relaxation oscillations in spin-torque windmill neurons
- Geometric signature of complex synchronisation scenarios
- Symmetric thermal optimal path and time-dependent lead-lag relationship: Novel statistical tests and application to UK and US real-estate and monetary policies
- Stickiness and recurrence plots: an entropy-based approach
- Deep Graphs - a general framework to represent and analyze heterogeneous complex systems across scales
- The dynamics of laser droplet generation
- Granger Causality and Cross Recurrence Plots in Rheochaos
- Challenges and perspectives in recurrence analyses of event time series
- Identification of single- and double-well coherence-incoherence patterns by the binary distance matrix
- Model selection criteria in beta regression with varying dispersion
- Experimental observation of a chaos-to-chaos transition in laser droplet generation
- Dynamic Natural Language Processing with Recurrence Quantification Analysis
- Periodic variation and phase analysis of grouped solar flare with sunspot activity
- Characterization and Monitoring of Nonlinear Dynamics and Chaos in Complex Physiological Systems
- Coupled uncertainty provided by a multifractal random walker
- A bibliographic view on recurrence plots and recurrence quantification analyses
- Characterizing and quantifying weak chaos in fractional dynamics
- Evidence of low-dimensional chaos in magnetized plasma turbulence