Jakob Runge

Causal network reconstruction from time series: From theoretical assumptions to practical estimation

Jakob Runge · Chaos An Interdisciplinary Journal of Nonlinear Science · 2018 · 408 citations · Full text

Engineering, Network Analysis, Causal Inference +17

Escaping the Curse of Dimensionality in Estimating Multivariate Transfer Entropy

Jakob Runge, Jobst Heitzig, Vladimir Petoukhov et al. · Physical Review Letters · 2012 · 335 citations

Engineering, Causal Inference, Data Science +19

Identifying causal gateways and mediators in complex spatio-temporal systems

Jakob Runge, Vladimir Petoukhov, Jonathan F. Donges et al. · Nature Communications · 2015 · 326 citations · Full text

Using Causal Effect Networks to Analyze Different Arctic Drivers of Midlatitude Winter Circulation

Marlene Kretschmer, Dim Coumou, Jonathan F. Donges et al. · Journal of Climate · 2016 · 323 citations · Full text

Climatology, Meteorology, Causal Effect +15

Quantifying the Strength and Delay of Climatic Interactions: The Ambiguities of Cross Correlation and a Novel Measure Based on Graphical Models

Jakob Runge, Vladimir Petoukhov, Jürgen Kurths · Journal of Climate · 2013 · 179 citations · Full text

Future Climatic Change, Engineering, Cross Correlation +17