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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
8132016
External Validity: From do-calculus to Transportability across Populations
J Pearl, E Bareinboim
Statistical Science 29 (4), 579-595, 2012
622*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
432*2011
Fairness in decision-making—the causal explanation formula
J Zhang, E Bareinboim
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
3542018
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
3202022
Controlling selection bias in causal inference
E Bareinboim, J Pearl
Proceedings of the 15th International Conference on Artificial Intelligence …, 2011
2432011
A General Algorithm for Deciding Transportability of Experimental Results
E Bareinboim, J Pearl
Journal of Causal Inference 1 (1), 107-134, 2013
2282013
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
220*2014
Bandits with unobserved confounders: A causal approach
E Bareinboim, A Forney, J Pearl
Advances in Neural Information Processing Systems 28, 2015
2132015
Transportability of causal effects: Completeness results
E Bareinboim, J Pearl
Proceedings of the 26th National Conference on Artificial Intelligence (AAAI …, 2012
1442012
Causal Inference and Data-Fusion in Econometrics
P Hünermund, E Bareinboim
The Econometrics Journal, 2023
1222023
Causal inference by surrogate experiments: z-identifiability
E Bareinboim, J Pearl
Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence …, 2012
1222012
Structural causal bandits: where to intervene?
S Lee, E Bareinboim
Advances in Neural Information Processing Systems, 2568-2578, 2018
1172018
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
1142021
Causal Discovery from Soft Interventions with Unknown Targets: Characterization and Learning
A Jaber, M Kocaoglu, K Shanmugam, E Bareinboim
NeurIPS, 2020, 2020
1102020
Transportability from multiple environments with limited experiments: Completeness results
E Bareinboim, J Pearl
Advances in neural information processing systems 27, 2014
1102014
Equality of opportunity in classification: A causal approach
J Zhang, E Bareinboim
Advances in Neural Information Processing Systems 31, 2018
1092018
Transfer Learning in Multi-Armed Bandit: A Causal Approach
J Zhang, E Bareinboim
Proceedings of the 16th Conference on Autonomous Agents and MultiAgent …, 2017
1072017
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
1002020
Causal Identification under Markov Equivalence: Completeness Results
A Jaber, J Zhang, E Bareinboim
International Conference on Machine Learning, 2981-2989, 2019
952019
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