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CAM: Causal Additive Models, high-dimensional order search and penalized regression., , and . CoRR, (2013)Identifying cancer pathway dysregulations using differential causal effects., , , , and . Bioinform., 38 (6): 1550-1559 (2022)On the Identifiability and Estimation of Causal Location-Scale Noise Models., , , , , and . CoRR, (2022)Causality-oriented robustness: exploiting general additive interventions., , and . CoRR, (2023)Predicting sepsis in multi-site, multi-national intensive care cohorts using deep learning., , , , , , , and . CoRR, (2021)Distributionally Robust Machine Learning with Multi-source Data., , and . CoRR, (2023)The adaptive and the thresholded Lasso for potentially misspecified models (and a lower bound for the Lasso), , and . Electron. J. Stat., (2011)Geometry of the faithfulness assumption in causal inference, , , , and . The Annals of Statistics, 41 (2): 436--463 (2013)Statistics for high-dimensional data, and . Springer Series in Statistics Springer, Heidelberg, (2011)Methods, theory and applications.Analyzing gene expression data in terms of gene sets: methodological issues., and . Bioinform., 23 (8): 980-987 (2007)