Discovering Invariant and Changing Mechanisms from Data

Author:

Mameche Sarah1,Kaltenpoth David1,Vreeken Jilles1

Affiliation:

1. CISPA Helmholtz Center for Information Security, Saarbrücken, Germany

Publisher

ACM

Reference47 articles.

1. M. Arjovsky L. Bottou I. Gulrajani and D. Lopez-Paz. 2019. Invariant Risk Minimization. CoRR Vol. abs/1907.02893 (2019). M. Arjovsky L. Bottou I. Gulrajani and D. Lopez-Paz. 2019. Invariant Risk Minimization. CoRR Vol. abs/1907.02893 (2019).

2. P. Bühlmann . 2018. Invariance, Causality and Robustness . Co RR , Vol . abs/1812.08233 ( 2018 ). P. Bühlmann. 2018. Invariance, Causality and Robustness. CoRR, Vol. abs/1812.08233 (2018).

3. Optimal structure identification with greedy search;Chickering D. M.;JMLR,2002

4. R. Christiansen N. Pfister M. E. Jakobsen N. Gnecco and J. Peters. 2021. A causal framework for distribution generalization. Vol. PP (2021). R. Christiansen N. Pfister M. E. Jakobsen N. Gnecco and J. Peters. 2021. A causal framework for distribution generalization. Vol. PP (2021).

5. D. Eaton and K. Murphy . 2007. Exact Bayesian structure learning from uncertain interventions . In AISTATS , Vol. 2 . PMLR, San Juan, Puerto Rico, 107--114. D. Eaton and K. Murphy. 2007. Exact Bayesian structure learning from uncertain interventions. In AISTATS, Vol. 2. PMLR, San Juan, Puerto Rico, 107--114.

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1. Learning Causal Networks from Episodic Data;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

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