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Elias Bareinboim
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Causal inference and the data-fusion problem
E Bareinboim, J Pearl
Proceedings of the National Academy of Sciences 113 (27), 7345-7352, 2016
5632016
External Validity: From do-calculus to Transportability across Populations
J Pearl, E Bareinboim
Statistical Science 29 (4), 579-595, 2012
488*2012
Transportability of causal and statistical relations: A formal approach
J Pearl, E Bareinboim
Proceedings of the 25th National Conference on Artificial Intelligence (AAAI …, 2011
330*2011
Fairness in decision-making—the causal explanation formula
J Zhang, E Bareinboim
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
2262018
A General Algorithm for Deciding Transportability of Experimental Results
E Bareinboim, J Pearl
Journal of Causal Inference 1 (1), 107-134, 2013
1802013
Controlling selection bias in causal inference
E Bareinboim, J Pearl
Proceedings of the 15th International Conference on Artificial Intelligence …, 2011
1652011
Recovering from selection bias in causal and statistical inference
E Bareinboim, J Tian, J Pearl
Proceedings of the 28th National Conference on Artificial Intelligence (AAAI …, 2014
140*2014
Bandits with unobserved confounders: A causal approach
E Bareinboim, A Forney, J Pearl
Advances in Neural Information Processing Systems 28, 2015
1242015
On Pearl’s Hierarchy and the Foundations of Causal Inference
E Bareinboim, JD Correa, D Ibeling, T Icard
Probabilistic and Causal Inference: The Works of Judea Pearl, 507-556, 2022
1202022
Transportability of causal effects: Completeness results
E Bareinboim, J Pearl
Proceedings of the 26th National Conference on Artificial Intelligence (AAAI …, 2012
1172012
Causal inference by surrogate experiments: z-identifiability
E Bareinboim, J Pearl
Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence …, 2012
972012
Transportability from multiple environments with limited experiments: Completeness results
E Bareinboim, J Pearl
Advances in neural information processing systems 27, 2014
862014
Equality of opportunity in classification: A causal approach
J Zhang, E Bareinboim
Advances in Neural Information Processing Systems 31, 2018
772018
Causal Inference and Data-Fusion in Econometrics
P Hünermund, E Bareinboim
arXiv preprint arXiv:1912.09104, 2019
732019
Transfer Learning in Multi-Armed Bandit: A Causal Approach
J Zhang, E Bareinboim
Proceedings of the 16th Conference on Autonomous Agents and MultiAgent …, 2017
722017
Meta-Transportability of Causal Effects: A Formal Approach
E Bareinboim, J Pearl
Proceedings of the 16th International Conference on Artificial Intelligence …, 2013
692013
Structural causal bandits: where to intervene?
S Lee, E Bareinboim
Advances in Neural Information Processing Systems, 2568-2578, 2018
682018
Experimental design for learning causal graphs with latent variables
M Kocaoglu, K Shanmugam, E Bareinboim
Advances in Neural Information Processing Systems, 7018-7028, 2017
622017
Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes
J Zhang, E Bareinboim
Advances in Neural Information Processing Systems, 13401-13411, 2019
562019
Budgeted Experiment Design for Causal Structure Learning
AE Ghassami, S Salehkaleybar, N Kiyavash, E Bareinboim
International Conference on Machine Learning, 1719-1728, 2018
552018
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