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Analysis of cause-effect inference by comparing regression errors.
Blöbaum P, Janzing D, Washio T, Shimizu S, Schölkopf B. Blöbaum P, et al. Among authors: scholkopf b. PeerJ Comput Sci. 2019 Jan 21;5:e169. doi: 10.7717/peerj-cs.169. eCollection 2019. PeerJ Comput Sci. 2019. PMID: 33816822 Free PMC article.
Causal Inference on Discrete Data Using Additive Noise Models.
Peters J, Janzing D, Schölkopf B. Peters J, et al. Among authors: scholkopf b. IEEE Trans Pattern Anal Mach Intell. 2011 Dec;33(12):2436-50. doi: 10.1109/TPAMI.2011.71. Epub 2011 Apr 5. IEEE Trans Pattern Anal Mach Intell. 2011. PMID: 21464504
Modeling confounding by half-sibling regression.
Schölkopf B, Hogg DW, Wang D, Foreman-Mackey D, Janzing D, Simon-Gabriel CJ, Peters J. Schölkopf B, et al. Proc Natl Acad Sci U S A. 2016 Jul 5;113(27):7391-8. doi: 10.1073/pnas.1511656113. Proc Natl Acad Sci U S A. 2016. PMID: 27382154 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: scholkopf b. 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: scholkopf b. 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.
Domain Adaptation with Conditional Transferable Components.
Gong M, Zhang K, Liu T, Tao D, Glymour C, Schölkopf B. Gong M, et al. Among authors: scholkopf b. JMLR Workshop Conf Proc. 2016 Jun;48:2839-2848. JMLR Workshop Conf Proc. 2016. PMID: 28239433 Free PMC article.
117 results