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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.
Generalized Score Functions for Causal Discovery.
Huang B, Zhang K, Lin Y, Schölkopf B, Glymour C. Huang B, et al. KDD. 2018 Aug;2018:1551-1560. doi: 10.1145/3219819.3220104. KDD. 2018. PMID: 30191079 Free PMC article.
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