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Judea Pearl
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Publications
- 2022
- [p4]Elias Bareinboim, Jin Tian, Judea Pearl:
Recovering from Selection Bias in Causal and Statistical Inference. Probabilistic and Causal Inference 2022: 433-450 - [p3]Judea Pearl, Elias Bareinboim:
External Validity: From Do-Calculus to Transportability Across Populations. Probabilistic and Causal Inference 2022: 451-482 - 2019
- [c125]Carlos Cinelli, Daniel Kumor, Bryant Chen, Judea Pearl, Elias Bareinboim:
Sensitivity Analysis of Linear Structural Causal Models. ICML 2019: 1252-1261 - 2017
- [c120]Andrew Forney, Judea Pearl, Elias Bareinboim:
Counterfactual Data-Fusion for Online Reinforcement Learners. ICML 2017: 1156-1164 - 2016
- [j85]Elias Bareinboim, Judea Pearl:
Causal inference and the data-fusion problem. Proc. Natl. Acad. Sci. USA 113(27): 7345-7352 (2016) - [j84]Kun Zhang, Jiuyong Li, Elias Bareinboim, Bernhard Schölkopf, Judea Pearl:
Preface to the ACM TIST Special Issue on Causal Discovery and Inference. ACM Trans. Intell. Syst. Technol. 7(2): 17:1-17:3 (2016) - [c119]Bryant Chen, Judea Pearl, Elias Bareinboim:
Incorporating Knowledge into Structural Equation Models Using Auxiliary Variables. IJCAI 2016: 3577-3583 - 2015
- [c117]Elias Bareinboim, Andrew Forney, Judea Pearl:
Bandits with Unobserved Confounders: A Causal Approach. NIPS 2015: 1342-1350 - [i48]Judea Pearl, Elias Bareinboim:
External Validity: From Do-Calculus to Transportability Across Populations. CoRR abs/1503.01603 (2015) - [i47]Bryant Chen, Judea Pearl, Elias Bareinboim:
Identification by Auxiliary Instrumental Sets in Linear Structural Equation Models. CoRR abs/1511.02995 (2015) - 2014
- [j83]Elias Bareinboim, Judea Pearl:
Generalizing causal knowledge: theory and algorithms. AI Matters 1(2): 11-13 (2014) - [c114]Elias Bareinboim, Jin Tian, Judea Pearl:
Recovering from Selection Bias in Causal and Statistical Inference. AAAI 2014: 2410-2416 - [c110]Elias Bareinboim, Judea Pearl:
Transportability from Multiple Environments with Limited Experiments: Completeness Results. NIPS 2014: 280-288 - 2013
- [c108]Elias Bareinboim, Judea Pearl:
Causal Transportability with Limited Experiments. AAAI 2013: 95-101 - [c107]Elias Bareinboim, Judea Pearl:
Meta-Transportability of Causal Effects: A Formal Approach. AISTATS 2013: 135-143 - [c105]Elias Bareinboim, Sanghack Lee, Vasant G. Honavar, Judea Pearl:
Transportability from Multiple Environments with Limited Experiments. NIPS 2013: 136-144 - [i14]Elias Bareinboim, Judea Pearl:
A General Algorithm for Deciding Transportability of Experimental Results. CoRR abs/1312.7485 (2013) - 2012
- [c103]Elias Bareinboim, Judea Pearl:
Transportability of Causal Effects: Completeness Results. AAAI 2012: 698-704 - [c100]Elias Bareinboim, Judea Pearl:
Causal Inference by Surrogate Experiments: z-Identifiability. UAI 2012: 113-120 - [c99]Elias Bareinboim, Judea Pearl:
Controlling Selection Bias in Causal Inference. AISTATS 2012: 100-108 - [i5]Elias Bareinboim, Judea Pearl:
Causal Inference by Surrogate Experiments: z-Identifiability. CoRR abs/1210.4842 (2012) - 2011
- [c98]Judea Pearl, Elias Bareinboim:
Transportability of Causal and Statistical Relations: A Formal Approach. AAAI 2011: 247-254 - [c97]Elias Bareinboim, Judea Pearl:
Controlling Selection Bias in Causal Inference. AAAI 2011: 1754-1755 - [c94]Elias Bareinboim, Carlos Brito, Judea Pearl:
Local Characterizations of Causal Bayesian Networks. GKR 2011: 1-17 - [c93]Judea Pearl, Elias Bareinboim:
Transportability of Causal and Statistical Relations: A Formal Approach. ICDM Workshops 2011: 540-547
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