648 citations · 5.6k across the 51 of their papers we have counts for
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Spatial network surrogates for disentangling complex system structure from spatial embedding of nodes
Marc Wiedermann, Jonathan F. Donges, Jürgen Kurths +1
Networks with nodes embedded in a metric space have gained increasing interest in recent years. The effects of spatial embedding on the networks' structural characteristics, howeve…
Event coincidence analysis for quantifying statistical interrelationships between event time series: on the role of flood events as possible triggers of epidemic outbreaks
Jonathan F. Donges, Carl-Friedrich Schleussner, Jonatan F. Siegmund +1
Studying event time series is a powerful approach for analyzing the dynamics of complex dynamical systems in many fields of science. In this paper, we describe the method of event…
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…
Optimal model-free prediction from multivariate time series
Jakob Runge, Reik V. Donner, Jürgen Kurths
Forecasting a time series from multivariate predictors constitutes a challenging problem, especially using model-free approaches. Most techniques, such as nearest-neighbor predicti…
Hierarchical structures in Northern Hemispheric extratropical winter ocean-atmosphere interactions
Marc Wiedermann, Jonathan F. Donges, Dörthe Handorf +2
In recent years extensive studies on the Earth's climate system have been carried out by means of advanced complex network statistics. The great majority of these studies, however,…