971 citations · 1.6k across the 23 of their papers we have counts for
Showing 2015Show all
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stat.ME2015★ 68 cited
Quantifying information transfer and mediation along causal pathways in complex systems
Jakob Runge
Measures of information transfer have become a popular approach to analyze interactions in complex systems such as the Earth or the human brain from measured time series. Recent wo…
physics.data-an2015★ 134 cited
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…
stat.ML2015★ 43 cited
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…