648 citations · 6.9k across the 60 of their papers we have counts for
13 papers · 1 filter
Complex network approaches to nonlinear time series analysis
Yong Zou, Reik V. Donner, Norbert Marwan +2
In the last decade, there has been a growing body of literature addressing the utilization of complex network methods for the characterization of dynamical systems based on time se…
Estimating nonlinear stability from time series data
Adrian van Kan, Jannes Jegminat, Jonathan Donges
Basin stability (BS) is a measure of nonlinear stability in multi-stable dynamical systems. BS has previously been estimated using Monte-Carlo simulations, which requires the expli…
Mapping and discrimination of networks in the complexity-entropy plane
Marc Wiedermann, Jonathan F. Donges, Jürgen Kurths +1
Complex networks are usually characterized in terms of their topological, spatial, or information-theoretic properties and combinations of the associated metrics are used to discri…
A climate network-based index to discriminate different types of El Niño and La Niña
Marc Wiedermann, Alexander Radebach, Jonathan F. Donges +2
El Niño exhibits distinct Eastern Pacific (EP) and Central Pacific (CP) types which are commonly, but not always consistently, distinguished from each other by different signatures…
Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package
Jonathan F. Donges, Jobst Heitzig, Boyan Beronov +9
We introduce the \texttt{pyunicorn} (Pythonic unified complex network and recurrence analysis toolbox) open source software package for applying and combining modern methods of dat…
Disentangling different types of El Niño episodes by evolving climate network analysis
Alexander Radebach, Reik V. Donner, Jakob Runge +2
Complex network theory provides a powerful toolbox for studying the structure of statistical interrelationships between multiple time series in various scientific disciplines. In t…