Invariant Causal Prediction for Nonlinear Models
Author:
Affiliation:
1. Seminar für Statistik , ETH Zurich , Zurich , Switzerland
2. University of Copenhagen , Department of Mathematics , Copenhagen , Denmark
Abstract
Publisher
Walter de Gruyter GmbH
Subject
Statistics, Probability and Uncertainty,Statistics and Probability
Reference55 articles.
1. Peters J, Bühlmann P, Meinshausen N. Causal inference using invariant prediction: identification and confidence intervals. J R Stat Soc, Ser B (with discussion). 2016;78(5):947–1012.
2. Pearl J. Causality: Models, Reasoning, and Inference. 2nd ed. New York, USA: Cambridge University Press; 2009.
3. Spirtes P, Glymour C, Scheines R. Causation, Prediction, and Search. 2nd ed. Cambridge, USA: MIT Press; 2000.
4. Peters J, Janzing D, Schölkopf B. Elements of Causal Inference: Foundations and Learning Algorithms. Cambridge, MA, USA: MIT Press; 2017.
5. Chickering DM. Optimal structure identification with greedy search. J Mach Learn Res. 2002;3:507–54.
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