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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. Among authors: zhang k. Nat Commun. 2019 Jun 14;10(1):2553. doi: 10.1038/s41467-019-10105-3. Nat Commun. 2019. PMID: 31201306 Free PMC article. Review.
Domain Adaptation with Conditional Transferable Components.
Gong M, Zhang K, Liu T, Tao D, Glymour C, Schölkopf B. Gong M, et al. Among authors: zhang k. JMLR Workshop Conf Proc. 2016 Jun;48:2839-2848. JMLR Workshop Conf Proc. 2016. PMID: 28239433 Free PMC article.
Causal Discovery from Temporally Aggregated Time Series.
Gong M, Zhang K, Schölkopf B, Glymour C, Tao D. Gong M, et al. Among authors: zhang k. Uncertain Artif Intell. 2017 Aug;2017:269. Uncertain Artif Intell. 2017. PMID: 29899680 Free PMC article.
Generalized Score Functions for Causal Discovery.
Huang B, Zhang K, Lin Y, Schölkopf B, Glymour C. Huang B, et al. Among authors: zhang k. KDD. 2018 Aug;2018:1551-1560. doi: 10.1145/3219819.3220104. KDD. 2018. PMID: 30191079 Free PMC article.
Behind Distribution Shift: Mining Driving Forces of Changes and Causal Arrows.
Huang B, Zhang K, Zhang J, Sanchez-Romero R, Glymour C, Schölkopf B. Huang B, et al. Among authors: zhang j, zhang k. Proc IEEE Int Conf Data Min. 2017 Nov;2017:913-918. doi: 10.1109/ICDM.2017.114. Epub 2017 Dec 18. Proc IEEE Int Conf Data Min. 2017. PMID: 31068766 Free PMC article.
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