Ilya Shpitser
Ilya Shpitser
Malone Assistant Professor, Department of Computer Science, Johns Hopkins University
Adresse e-mail validée de cs.jhu.edu
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Identity uncertainty and citation matching
H Pasula, B Marthi, B Milch, SJ Russell, I Shpitser
Advances in neural information processing systems, 1425-1432, 2003
4072003
Identifiability of path-specific effects
C Avin, I Shpitser, J Pearl
2722005
A new criterion for confounder selection
TJ VanderWeele, I Shpitser
Biometrics 67 (4), 1406-1413, 2011
2562011
Identification of joint interventional distributions in recursive semi-Markovian causal models
I Shpitser, J Pearl
Proceedings of the National Conference on Artificial Intelligence 21 (2), 1219, 2006
2142006
On the definition of a confounder
TJ VanderWeele, I Shpitser
Annals of statistics 41 (1), 196, 2013
2022013
Semiparametric theory for causal mediation analysis: efficiency bounds, multiple robustness, and sensitivity analysis
EJT Tchetgen, I Shpitser
Annals of statistics 40 (3), 1816, 2012
2002012
Identification of conditional interventional distributions
I Shpitser, J Pearl
arXiv preprint arXiv:1206.6876, 2012
1782012
Fair inference on outcomes
R Nabi, I Shpitser
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
1602018
Complete identification methods for the causal hierarchy
I Shpitser, J Pearl
Journal of Machine Learning Research 9, 1941-1979, 2008
1482008
On the validity of covariate adjustment for estimating causal effects
I Shpitser, T VanderWeele, JM Robins
arXiv preprint arXiv:1203.3515, 2012
1092012
Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding
I Shpitser
Cognitive science 37 (6), 1011-1035, 2013
822013
What counterfactuals can be tested
I Shpitser, J Pearl
arXiv preprint arXiv:1206.5294, 2012
652012
Nested Markov properties for acyclic directed mixed graphs
TS Richardson, RJ Evans, JM Robins, I Shpitser
arXiv preprint arXiv:1701.06686, 2017
642017
On the identification of causal effects
J Tian, I Shpitser
572003
Effects of treatment on the treated: Identification and generalization
I Shpitser, J Pearl
arXiv preprint arXiv:1205.2615, 2012
492012
Dormant independence
I Shpitser, J Pearl
AAAI Press, 2008
492008
A complete graphical criterion for the adjustment formula in mediation analysis
I Shpitser, TJ VanderWeele
The international journal of biostatistics 7 (1), 2011
442011
Introduction to nested Markov models
I Shpitser, RJ Evans, TS Richardson, JM Robins
Behaviormetrika 41 (1), 3-39, 2014
412014
Missing data as a causal and probabilistic problem In Proceedings of the Thirty First Conference on Uncertainty in Artificial Intelligence (UAI-15)
S Ilya, M Karthika, P Judea
AUAI Press, 2015
36*2015
Rejoinder: to weight or not to weight? On the relation between inverse-probability weighting and principal stratification for truncation by death
EJT Tchetgen, MM Glymour, I Shpitser, J Weuve
Epidemiology 23 (1), 132-137, 2012
342012
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