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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
7402016
External Validity: From do-calculus to Transportability across Populations
J Pearl, E Bareinboim
Statistical Science 29 (4), 579-595, 2012
572*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
403*2011
Fairness in decision-making—the causal explanation formula
J Zhang, E Bareinboim
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
3122018
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
2602022
Controlling selection bias in causal inference
E Bareinboim, J Pearl
Proceedings of the 15th International Conference on Artificial Intelligence …, 2011
2182011
A General Algorithm for Deciding Transportability of Experimental Results
E Bareinboim, J Pearl
Journal of Causal Inference 1 (1), 107-134, 2013
2052013
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
199*2014
Bandits with unobserved confounders: A causal approach
E Bareinboim, A Forney, J Pearl
Advances in Neural Information Processing Systems 28, 2015
1822015
Transportability of causal effects: Completeness results
E Bareinboim, J Pearl
Proceedings of the 26th National Conference on Artificial Intelligence (AAAI …, 2012
1362012
Causal inference by surrogate experiments: z-identifiability
E Bareinboim, J Pearl
Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence …, 2012
1162012
Structural causal bandits: where to intervene?
S Lee, E Bareinboim
Advances in Neural Information Processing Systems, 2568-2578, 2018
1052018
Causal Inference and Data-Fusion in Econometrics
P Hünermund, E Bareinboim
The Econometrics Journal, 2023
1032023
Equality of opportunity in classification: A causal approach
J Zhang, E Bareinboim
Advances in Neural Information Processing Systems 31, 2018
1032018
Transportability from multiple environments with limited experiments: Completeness results
E Bareinboim, J Pearl
Advances in neural information processing systems 27, 2014
1012014
Transfer Learning in Multi-Armed Bandit: A Causal Approach
J Zhang, E Bareinboim
Proceedings of the 16th Conference on Autonomous Agents and MultiAgent …, 2017
952017
The causal-neural connection: Expressiveness, learnability, and inference
K Xia, KZ Lee, Y Bengio, E Bareinboim
Advances in Neural Information Processing Systems 34, 10823-10836, 2021
942021
A calculus for stochastic interventions: Causal effect identification and surrogate experiments
J Correa, E Bareinboim
Proceedings of the AAAI Conference on Artificial Intelligence 34 (06), 10093 …, 2020
892020
Causal Identification under Markov Equivalence: Completeness Results
A Jaber, J Zhang, E Bareinboim
International Conference on Machine Learning, 2981-2989, 2019
872019
General identifiability with arbitrary surrogate experiments
S Lee, JD Correa, E Bareinboim
Uncertainty in Artificial Intelligence, 389-398, 2020
862020
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