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Ilya Shpitser
Ilya Shpitser
John C. Malone Associate Professor, Department of Computer Science, Johns Hopkins University
Verified email at cs.jhu.edu - Homepage
Title
Cited by
Cited by
Year
A new criterion for confounder selection
TJ Vander Weele, I Shpitser
Biometrics 67 (4), 1406-1413, 2011
4352011
Identity uncertainty and citation matching
H Pasula, B Marthi, B Milch, SJ Russell, I Shpitser
Advances in neural information processing systems 15, 2002
4282002
Identifiability of path-specific effects
C Avin, I Shpitser, J Pearl
3962005
Fair inference on outcomes
R Nabi, I Shpitser
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
3852018
Identification of joint interventional distributions in recursive semi-Markovian causal models
I Shpitser, J Pearl
AAAI, 1219-1226, 2006
3462006
On the definition of a confounder
TJ VanderWeele, I Shpitser
Annals of statistics 41 (1), 196, 2013
3392013
Semiparametric theory for causal mediation analysis: efficiency bounds, multiple robustness, and sensitivity analysis
EJT Tchetgen, I Shpitser
Annals of statistics 40 (3), 1816, 2012
3222012
Complete identification methods for the causal hierarchy
I Shpitser, J Pearl
2692008
Identification of conditional interventional distributions
I Shpitser, J Pearl
arXiv preprint arXiv:1206.6876, 2012
2532012
On the validity of covariate adjustment for estimating causal effects
I Shpitser, T VanderWeele, JM Robins
arXiv preprint arXiv:1203.3515, 2012
2112012
What counterfactuals can be tested
I Shpitser, J Pearl
arXiv preprint arXiv:1206.5294, 2012
1242012
Nested Markov properties for acyclic directed mixed graphs
TS Richardson, RJ Evans, JM Robins, I Shpitser
The Annals of Statistics 51 (1), 334-361, 2023
1162023
Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding
I Shpitser
Cognitive science 37 (6), 1011-1035, 2013
1162013
Learning optimal fair policies
R Nabi, D Malinsky, I Shpitser
International Conference on Machine Learning, 4674-4682, 2019
1042019
Auto-g-computation of causal effects on a network
EJ Tchetgen Tchetgen, IR Fulcher, I Shpitser
Journal of the American Statistical Association 116 (534), 833-844, 2021
942021
Effects of treatment on the treated: Identification and generalization
I Shpitser, J Pearl
arXiv preprint arXiv:1205.2615, 2012
802012
Challenges of using text classifiers for causal inference
Z Wood-Doughty, I Shpitser, M Dredze
Proceedings of the Conference on Empirical Methods in Natural Language …, 2018
772018
Cardiovascular risk prevention and all-cause mortality in primary care patients with an abdominal aortic aneurysm
SS Bahia, A Vidal-Diez, SRK Seshasai, I Shpitser, JR Brownrigg, ...
Journal of British Surgery 103 (12), 1626-1633, 2016
732016
Introduction to nested Markov models
I Shpitser, RJ Evans, TS Richardson, JM Robins
Behaviormetrika 41, 3-39, 2014
712014
A systematic review of robustness in deep learning for computer vision: Mind the gap?
N Drenkow, N Sani, I Shpitser, M Unberath
arXiv preprint arXiv:2112.00639, 2021
702021
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Articles 1–20