Causal networks for climate model evaluation and constrained projections
Nowack, Peer, Runge, Jakob, Eyring, Veronika, Haigh, Joanna D
Published in Nature communications (16.03.2020)
Published in Nature communications (16.03.2020)
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Journal Article
Detecting and quantifying causal associations in large nonlinear time series datasets
Runge, Jakob, Nowack, Peer, Kretschmer, Marlene, Flaxman, Seth, Sejdinovic, Dino
Published in Science advances (01.11.2019)
Published in Science advances (01.11.2019)
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Journal Article
Using Causal Effect Networks to Analyze Different Arctic Drivers of Midlatitude Winter Circulation
Kretschmer, Marlene, Coumou, Dim, Donges, Jonathan F., Runge, Jakob
Published in Journal of climate (01.06.2016)
Published in Journal of climate (01.06.2016)
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Journal Article
Escaping the curse of dimensionality in estimating multivariate transfer entropy
Runge, Jakob, Heitzig, Jobst, Petoukhov, Vladimir, Kurths, Jürgen
Published in Physical review letters (21.06.2012)
Published in Physical review letters (21.06.2012)
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Journal Article
network-based constraint to evaluate climate sensitivity
Ricard, Lucile, Falasca, Fabrizio, Runge, Jakob, Nenes, Athanasios
Published in Nature communications (13.08.2024)
Published in Nature communications (13.08.2024)
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Journal Article
The different stratospheric influence on cold-extremes in Eurasia and North America
Kretschmer, Marlene, Cohen, Judah, Matthias, Vivien, Runge, Jakob, Coumou, Dim
Published in NPJ climate and atmospheric science (22.11.2018)
Published in NPJ climate and atmospheric science (22.11.2018)
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Journal Article
Inferring causation from time series in Earth system sciences
Runge, Jakob, Bathiany, Sebastian, Bollt, Erik, Camps-Valls, Gustau, Coumou, Dim, Deyle, Ethan, Glymour, Clark, Kretschmer, Marlene, Mahecha, Miguel D, Muñoz-Marí, Jordi, van Nes, Egbert H, Peters, Jonas, Quax, Rick, Reichstein, Markus, Scheffer, Marten, Schölkopf, Bernhard, Spirtes, Peter, Sugihara, George, Sun, Jie, Zhang, Kun, Zscheischler, Jakob
Published in Nature communications (14.06.2019)
Published in Nature communications (14.06.2019)
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Journal Article
Reconstructing regime-dependent causal relationships from observational time series
Saggioro, Elena, de Wiljes, Jana, Kretschmer, Marlene, Runge, Jakob
Published in Chaos (Woodbury, N.Y.) (01.11.2020)
Published in Chaos (Woodbury, N.Y.) (01.11.2020)
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Journal Article
A perspective on Gaussian processes for Earth observation
Camps-Valls, Gustau, Sejdinovic, Dino, Runge, Jakob, Reichstein, Markus
Published in National science review (01.07.2019)
Published in National science review (01.07.2019)
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Journal Article
Stratocumulus adjustments to aerosol perturbations disentangled with a causal approach
Fons, Emilie, Runge, Jakob, Neubauer, David, Lohmann, Ulrike
Published in NPJ climate and atmospheric science (29.08.2023)
Published in NPJ climate and atmospheric science (29.08.2023)
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Journal Article
Decoupling between ecosystem photosynthesis and transpiration: a last resort against overheating
Krich, Christopher, Mahecha, Miguel D, Migliavacca, Mirco, De Kauwe, Martin G, Griebel, Anne, Runge, Jakob, Miralles, Diego G
Published in Environmental research letters (01.04.2022)
Published in Environmental research letters (01.04.2022)
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Journal Article
Ozone as an environmental driver of influenza
Guo, Fang, Zhang, Pei, Do, Vivian, Runge, Jakob, Zhang, Kun, Han, Zheshen, Deng, Shenxi, Lin, Hongli, Ali, Sheikh Taslim, Chen, Ruchong, Guo, Yuming, Tian, Linwei
Published in Nature communications (04.05.2024)
Published in Nature communications (04.05.2024)
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Journal Article
Clustering of causal graphs to explore drivers of river discharge
Günther, Wiebke, Miersch, Peter, Ninad, Urmi, Runge, Jakob
Published in Environmental Data Science (2023)
Published in Environmental Data Science (2023)
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Journal Article
A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections – CORRIGENDUM
Tibau, Xavier-Andoni, Reimers, Christian, Gerhardus, Andreas, Denzler, Joachim, Eyring, Veronika, Runge, Jakob
Published in Environmental Data Science (2023)
Published in Environmental Data Science (2023)
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Journal Article