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Causal Inference Under Interference And Network Uncertainty.

, , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 1028-1038. AUAI Press, (2019)

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A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 3080-3088. PMLR, (2019)Causal Learning for Partially Observed Stochastic Dynamical Systems., , and . UAI, page 350-360. AUAI Press, (2018)Estimating bounds on causal effects in high-dimensional and possibly confounded systems., and . Int. J. Approx. Reason., (2017)Learning the Structure of a Nonstationary Vector Autoregression., and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 2986-2994. PMLR, (2019)Optimal Training of Fair Predictive Models., , and . CoRR, (2019)Learning Optimal Fair Policies., , and . CoRR, (2018)Learning Optimal Fair Policies., , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 4674-4682. PMLR, (2019)Causal Structure Learning from Multivariate Time Series in Settings with Unmeasured Confounding., and . CD@KDD, volume 92 of Proceedings of Machine Learning Research, page 23-47. PMLR, (2018)Causal Inference Under Interference And Network Uncertainty., , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 1028-1038. AUAI Press, (2019)Estimating Causal Effects with Ancestral Graph Markov Models., and . Probabilistic Graphical Models, volume 52 of JMLR Workshop and Conference Proceedings, page 299-309. JMLR.org, (2016)