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Year Number of Results
2011 1
2012 2
2013 1
2015 5
2018 2
2019 2
2020 2
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15 results
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Page 1
Inferring causation from time series in Earth system sciences.
Runge J, Bathiany S, Bollt E, Camps-Valls G, Coumou D, Deyle E, Glymour C, Kretschmer M, Mahecha MD, Muñoz-Marí J, van Nes EH, Peters J, Quax R, Reichstein M, Scheffer M, Schölkopf B, Spirtes P, Sugihara G, Sun J, Zhang K, Zscheischler J. Runge J, et al. Nat Commun. 2019 Jun 14;10(1):2553. doi: 10.1038/s41467-019-10105-3. Nat Commun. 2019. PMID: 31201306 Free PMC article. Review.
Detecting and quantifying causal associations in large nonlinear time series datasets.
Runge J, Nowack P, Kretschmer M, Flaxman S, Sejdinovic D. Runge J, et al. Sci Adv. 2019 Nov 27;5(11):eaau4996. doi: 10.1126/sciadv.aau4996. eCollection 2019 Nov. Sci Adv. 2019. PMID: 31807692 Free PMC article.
Common solar wind drivers behind magnetic storm-magnetospheric substorm dependency.
Runge J, Balasis G, Daglis IA, Papadimitriou C, Donner RV. Runge J, et al. Sci Rep. 2018 Nov 19;8(1):16987. doi: 10.1038/s41598-018-35250-5. Sci Rep. 2018. PMID: 30451956 Free PMC article.
Optimal model-free prediction from multivariate time series.
Runge J, Donner RV, Kurths J. Runge J, et al. Phys Rev E Stat Nonlin Soft Matter Phys. 2015 May;91(5):052909. doi: 10.1103/PhysRevE.91.052909. Epub 2015 May 13. Phys Rev E Stat Nonlin Soft Matter Phys. 2015. PMID: 26066231 Free article.
Introduction to Focus Issue: Causation inference and information flow in dynamical systems: Theory and applications.
Bollt EM, Sun J, Runge J. Bollt EM, et al. Among authors: runge j. Chaos. 2018 Jul;28(7):075201. doi: 10.1063/1.5046848. Chaos. 2018. PMID: 30070534
Causal networks for climate model evaluation and constrained projections.
Nowack P, Runge J, Eyring V, Haigh JD. Nowack P, et al. Among authors: runge j. Nat Commun. 2020 Mar 16;11(1):1415. doi: 10.1038/s41467-020-15195-y. Nat Commun. 2020. PMID: 32179737 Free PMC article.
Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package.
Donges JF, Heitzig J, Beronov B, Wiedermann M, Runge J, Feng QY, Tupikina L, Stolbova V, Donner RV, Marwan N, Dijkstra HA, Kurths J. Donges JF, et al. Among authors: runge j. Chaos. 2015 Nov;25(11):113101. doi: 10.1063/1.4934554. Chaos. 2015. PMID: 26627561 Free article.
Identifying causal gateways and mediators in complex spatio-temporal systems.
Runge J, Petoukhov V, Donges JF, Hlinka J, Jajcay N, Vejmelka M, Hartman D, Marwan N, Paluš M, Kurths J. Runge J, et al. Nat Commun. 2015 Oct 7;6:8502. doi: 10.1038/ncomms9502. Nat Commun. 2015. PMID: 26443010 Free PMC article.
Quantifying information transfer and mediation along causal pathways in complex systems.
Runge J. Runge J. Phys Rev E Stat Nonlin Soft Matter Phys. 2015 Dec;92(6):062829. doi: 10.1103/PhysRevE.92.062829. Epub 2015 Dec 28. Phys Rev E Stat Nonlin Soft Matter Phys. 2015. PMID: 26764766 Free article.
Quantifying the causal strength of multivariate cardiovascular couplings with momentary information transfer.
Runge J, Riedl M, Müller A, Stepan H, Kurths J, Wessel N. Runge J, et al. Physiol Meas. 2015 Apr;36(4):813-25. doi: 10.1088/0967-3334/36/4/813. Epub 2015 Mar 23. Physiol Meas. 2015. PMID: 25799083
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