971 citations · 1.6k across the 23 of their papers we have counts for
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stat.ML2017★ 37 cited
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information
Jakob Runge
Conditional independence testing is a fundamental problem underlying causal discovery and a particularly challenging task in the presence of nonlinear and high-dimensional dependen…
stat.ME2017★ 971 cited
Detecting causal associations in large nonlinear time series datasets
Jakob Runge, Peer Nowack, Marlene Kretschmer +2
Identifying causal relationships from observational time series data is a key problem in disciplines such as climate science or neuroscience, where experiments are often not possib…