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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
Identity uncertainty and citation matching
H Pasula, B Marthi, B Milch, SJ Russell, I Shpitser
Advances in neural information processing systems 15, 2002
4142002
Identifiability of path-specific effects
C Avin, I Shpitser, J Pearl
3232005
A new criterion for confounder selection
TJ VanderWeele, I Shpitser
Biometrics 67 (4), 1406-1413, 2011
3062011
On the definition of a confounder
TJ VanderWeele, I Shpitser
Annals of statistics 41 (1), 196, 2013
2572013
Identification of joint interventional distributions in recursive semi-Markovian causal models
I Shpitser, J Pearl
eScholarship, University of California, 2006
2552006
Semiparametric theory for causal mediation analysis: efficiency bounds, multiple robustness, and sensitivity analysis
EJT Tchetgen, I Shpitser
Annals of statistics 40 (3), 1816, 2012
2442012
Fair inference on outcomes
R Nabi, I Shpitser
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
2422018
Identification of conditional interventional distributions
I Shpitser, J Pearl
arXiv preprint arXiv:1206.6876, 2012
2022012
Complete identification methods for the causal hierarchy
I Shpitser, J Pearl
Journal of Machine Learning Research 9, 1941-1979, 2008
1832008
On the validity of covariate adjustment for estimating causal effects
I Shpitser, T VanderWeele, JM Robins
arXiv preprint arXiv:1203.3515, 2012
1442012
Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding
I Shpitser
Cognitive science 37 (6), 1011-1035, 2013
972013
Nested Markov properties for acyclic directed mixed graphs
TS Richardson, RJ Evans, JM Robins, I Shpitser
arXiv preprint arXiv:1701.06686, 2017
842017
What counterfactuals can be tested
I Shpitser, J Pearl
arXiv preprint arXiv:1206.5294, 2012
832012
On the identification of causal effects
J Tian, I Shpitser
612003
Effects of treatment on the treated: Identification and generalization
I Shpitser, J Pearl
arXiv preprint arXiv:1205.2615, 2012
602012
Introduction to nested Markov models
I Shpitser, RJ Evans, TS Richardson, JM Robins
Behaviormetrika 41 (1), 3-39, 2014
502014
Dormant independence
I Shpitser, J Pearl
AAAI Press, 2008
492008
Learning optimal fair policies
R Nabi, D Malinsky, I Shpitser
International Conference on Machine Learning, 4674-4682, 2019
472019
A complete graphical criterion for the adjustment formula in mediation analysis
I Shpitser, TJ VanderWeele
The international journal of biostatistics 7 (1), 2011
472011
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
462018
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Articles 1–20